Cognitive substrate: locked 33-TSV atom layer + 34-tactic recipes + escalation loop

[AdaWorldAPI]

Summary

Builds the cognitive substrate as a rewrite (the upstream ladybug-rs 10K-D carrier is the failed "empty cathedral" — reference spec only, never a dependency or port target). New working, tested code in lance-graph-contract, plus the architecture charter and cross-repo ground-truth docs that settle the design.

Working code (compiles, tested, no warnings)

• contract::escalation + planner::mul::escalation — D-PERSONA-1: the escalation→epiphany loop = the boot checklist (CollapseHint / InnerCouncil split / EpiphanyDetector / GhostEcho / WisdomMarker / Checklist). 13 tests.
• contract::atoms — the LOCKED 33-dim ThinkingStyleVector (CANONICAL_ATOMS: 3 Pearl + 9 Rung + 5 Σ + 8 Operations + 4 Presence + 4 Meta) + the I4x32 bare-metal carrier. No ICA derivation, no SIMD in the atom layer (atoms → cognitive-shader-driver → SIMD). 3 tests.
• contract::recipes — the 34 reasoning tactics as a metadata catalogue (Recipe { Tier, Mechanism, Bucket, spo2cubed, substrate }, RECIPES[34], lookups). 4 tests.
• contract::recipe_kernels — the 34 tactics as 34 working Rust implementations behind one uniform trait Tactic (Elixir-like: common behaviour + 34 hot-dispatchable units, registry-routed). Each kernel performs its characteristic op on a shared ThoughtCtx using our markers (CollapseGate SD FLOW/HOLD/BLOCK, Berry-Esseen noise floor, NARS contradiction, XOR self-inverse for ABBA/fusion/counterfactual). Implicit gating: Gate-bucket recipes skip in FLOW. 5 tests.

All green; 446 prior contract tests unaffected.

Design / knowledge (the once-and-for-all record)

• knowledge/ada-rewrite-charter.md — D0 (ladybug = reference only, we rewrite) … D4 (build order).
• knowledge/atom-basis-inventory.md, spo-2cubed-list-coverage.md (the official SPO 2³ rubric + the 34 coverage + a 31-list inventory: only the causal lists are 2³-covered), 34-tactics-vs-ada.md, agi-stack-cross-repo.md (incl. the SPOQ 4th role Q).
• plans/atom-mailbox-substrate-v1.md + EPIPHANIES.md E-LADDER-SERVES-MAILBOX; board hygiene throughout (AGENT_LOG / STATUS_BOARD / INTEGRATION_PLANS / TECH_DEBT).

Scaffold only (not wired, no build impact)

recipe.rs / quorum.rs / counterfactual.rs (contract) and graph/witness_tombstone.rs (core) are ///-doc scaffolds with todo!() bodies and // BLOCKED: markers from the D-ATOM wave — not module-declared, so Cargo ignores them. Follow-ons, kept for the design trail.

Test plan

• cargo test -p lance-graph-contract — escalation (13), atoms (3), recipes (4), recipe_kernels (5), + 446 existing
• cargo build -p lance-graph-contract — zero warnings
• CI on the branch

Notes

• Net of the recipe refactor: the atom layer was corrected mid-branch from an (wrong) ICA-over-36 / SIMD-in-atoms framing to the locked 33-TSV; see the EPIPHANIES append-only correction.
• Kernels are deterministic over a lightweight ThoughtCtx today; the same trait later fronts the real fingerprint substrate (atom pack/unpack via cognitive-shader-driver) with no change to the 34 call sites.

https://claude.ai/code/session_017GFLBnDy23AWBqvkbHHC41

---

Generated by Claude Code

Summary by CodeRabbit

• New Features

  • Added escalation loop with epiphany detection based on similarity surprise thresholds
  • Introduced counterfactual reasoning for split-quorum scenarios with minority-win logic
  • Implemented recipe-based reasoning system with 34 deterministic tactics and gating rules
  • Added thinking-style atom basis with locked 33-dimensional representation
  • Established embedded SurrealDB-on-Lance storage foundation for cognitive state persistence

• Chores

  • Expanded governance and planning documentation with architecture specifications and decision records

[coderabbitai]

📝 Walkthrough

Walkthrough

This PR establishes a complete cognitive-contract foundation for the lance-graph workspace, implementing atoms as locked 33-dimensional thinking-style basis, escalation machinery with council verdicts and wisdom markers, 34 deterministic reasoning tactics with recipe catalog, and a SurrealDB-on-Lance storage POC. Documentation consolidates cross-repo knowledge and integration plans across five major initiative threads.

Changes

Governance, Design Epiphanies, and Planning Documentation

Layer / File(s)	Summary
Board Entries, Epiphanies, and Design Synthesis .claude/board/AGENT_LOG.md, .claude/board/EPIPHANIES.md, .claude/board/STATUS_BOARD.md, .claude/board/TECH_DEBT.md, .claude/board/LATEST_STATE.md	Agent log documents D-ATOM-2..5 scaffolding and "34 tactics as 34 kernels" completion; eight new epiphanies (E-LADDER-SERVES-MAILBOX, E-BATON-1, E-AGICHAT-DIMENSION-CONTRACT, E-I4-META-1) synthesizing escalation→mailbox reframe, stakes grounding, atom basis locks, and LE contract deprecation of Vsa16kF32; status board adds rung-persona-orchestration-v1 proposal table; tech debt logs GhostEcho duplication.
Integration Plans and Cross-Repo Knowledge .claude/board/INTEGRATION_PLANS.md, .claude/knowledge/34-tactics-vs-ada.md, .claude/knowledge/ada-rewrite-charter.md, .claude/knowledge/agi-stack-cross-repo.md	Four versioned integration plans (atom-mailbox-substrate-v1, rung-persona-orchestration-v1, rung-mul-grounding-v1, rung-ladder-grounding-v1) with scope/deliverables/invariants; authority documentation on 34 tactics vs Ada substrate implementation, Ada rewrite charter, and cross-repo ground truth mapping ladybug-rs (34 tactics via three mechanisms), neo4j-rs (SPOQ audit), and lance-graph reconciliation.
Atom Basis Inventory, Knowledge, and CLAUDE.md .claude/knowledge/atom-basis-inventory.md, .claude/knowledge/spo-2cubed-list-coverage.md, .claude/plans/atom-mailbox-substrate-v1.md, .claude/plans/rung-mul-grounding-v1.md, .claude/plans/rung-persona-orchestration-v1.md, .claude/plans/rung-ladder-grounding-v1.md, CLAUDE.md	D-ATOM-0 locked 33-dim TSV inventory with dichotomy-pair methodology; SPO 2³ causal-lattice coverage rubric enumerating 34 tactics and workspace list status; atom-mailbox-substrate plan with decision gates and D-ATOM-1..5 DAG; rung grounding plans (MUL experience-curve, ladder determinism); CLAUDE.md "Baton" scoping clarification deprecating Vsa16kF32 as cross-mailbox carrier.

Core Contract Layer: Atoms, Escalation, Quorum, Counterfactual

Layer / File(s)	Summary
Atom Basis: I4x32 Carrier and Locked Catalog crates/lance-graph-contract/src/atoms.rs	I4x32 as 16-byte, 32-lane nibble-pack carrier with ZERO constant and pack/unpack methods (currently stubbed via todo!); AtomGroup enum (Pearl/Rung/Sigma/Operation/Presence/Meta); Atom struct with dim/group/name; CANONICAL_ATOMS [Atom; 33] in locked index order; atom(dim) lookup returning Option.
Escalation & Council: Verdict, Epiphany, Wisdom crates/lance-graph-contract/src/escalation.rs	CollapseHint enum and deterministic helpers (fanout_width, noise_tolerance, rung_delta); InnerCouncil with three archetype perspectives voting on best hint, split detection, and confidence amplification; EpiphanyDetector with rolling-window surprise detection when similarity sample exceeds baseline by SURPRISE_FACTOR after MIN_SAMPLES; GhostEcho and WisdomMarker with asymptotic decay (FLOOR/DECAY constants); Checklist system with ChecklistItem gating (GateKind), step() progression minting wisdom markers when Flow+Epiphany, mark_red() re-escalation, boot_ready/all_flow/degraded readiness queries.
Quorum Projection and Counterfactual Split Handling crates/lance-graph-contract/src/quorum.rs, crates/lance-graph-contract/src/counterfactual.rs	AxisProjection with position/confidence and private contested flag; settled/contested constructors with clamping; nars_frequency mapping to [0,1]; AxisSignal input payload (trust/humility/flow/load/polarity_hint); quorum_project and quorum_project_blackboard APIs (stubbed); ContestHandler enum and resolve_contest (stubbed) for delegating contested projections. SPAWN_DISSONANCE_THRESHOLD for gate decision; SplitPoles capturing axis/majority/minority/dissonance; deposit_counterfactual (v2 path, stubbed) recording mantissa via EpisodicEdge trait; CounterfactualMailbox (v3 async path) with new/poll/cancel and FreeEnergyComparison result; revise_if_minority_wins (stubbed) with AwarenessRevise trait.
Contract Module Exports crates/lance-graph-contract/src/lib.rs, crates/lance-graph-planner/src/mul/mod.rs	Public module declarations for atoms, escalation, recipe_kernels, recipes in contract lib.rs; public mod escalation in planner mul/mod.rs.

Recipe System: Composition Layer, 34 Tactics, and Kernel Registry

Layer / File(s)	Summary
Recipe Composition Types and Templates crates/lance-graph-contract/src/recipe.rs	StyleRecipe with sparse (atom_id, i4_weight) pairs and optional precomputed composition vector; Beta enum (Cold/Warm/Annealing with start/floor); PersonaRecipe as weighted style blends with commit/escalate thresholds and beta knob; RecipeTemplate as JIT compilation hook with param_hash and compile()/compute_param_hash() methods (currently todo! with explicit "blocked" markers on atom-vector materialization and jit::StyleRegistry API); register_recipe() hot-load entry point (stubbed).
34 Tactic Kernels and Execution Contract crates/lance-graph-contract/src/recipe_kernels.rs	ThoughtCtx shared context with sd/free_energy/dissonance/temperature/confidence/rung/candidates/beliefs; GateState classifier (Flow/Hold/Block); Outcome return contract (fired/note/delta_conf); Tactic trait with meta/gate/apply/run; 34 kernel structs (Rte→Hkf) each implementing Tactic with deterministic apply() mutating ThoughtCtx (candidate partitioning/pruning/sorting, belief contradiction injection/detection, confidence adjustment, reversible algebra); kernel(id) registry dispatch and all_kernels() static [&'static dyn Tactic; 34].
Recipe Catalog and Lookup API crates/lance-graph-contract/src/recipes.rs	Tier/Mechanism/Bucket/Coverage enums; Recipe struct (id/code/name/tier/mechanism/bucket/spo2cubed/substrate); RECIPES [Recipe; 34] ordered by id; recipe(id) and recipe_by_code(code) direct lookup; by_mechanism(m) and causal() filter iterators; unit tests validating order, lookup, causal recipe ids, mechanism counts.

Witness Lifecycle: Hot→Cold→Tombstone

Layer / File(s)

Summary

HotWitness, Calcify, Tombstone, and WitnessLink crates/lance-graph/src/graph/witness_tombstone.rs

HotWitness ephemeral working record (mailbox_id, SPO keys, truth_frequency/confidence, observed_at_ns, optional counterfactual_mantissa); calcify() stub converting to cold SpoRecord; Tombstone (mailbox_id, spo_key, lance_version, compressed_payload, has_counterfactual); Tombstone::from_hot() and async persist() stubs; WitnessLink back-pointer (spo_key, mailbox_id, tombstone_lance_version) with new() and async verify() audit stubs.

Planner Integration: Escalation Wiring

Layer / File(s)

Summary

MUL Escalation Module and Boot Checklist crates/lance-graph-planner/src/mul/escalation.rs

verdict_from(&MulAssessment) → CouncilVerdict via InnerCouncil::from_signals mapping assessment metrics (trust/humility/flow/load); boot_checklist() → Checklist with 6 GateKind::Hard items and 3 GateKind::Soft items; re-exports of CouncilVerdict, Checklist, ChecklistItem, CollapseHint, InnerCouncil, and related types; unit tests for hard/soft counts, high-trust verdict routing, and boot-ready progression.

SurrealDB-on-Lance Container POC and Reconciliation

Layer / File(s)	Summary
SurrealDB Task Specs and Phase Planning .claude/surreal/01_deps_substrate.md through .claude/surreal/12_clean_writer_invariants.md, .claude/surreal/PHASE2_adjacent_crates.md, .claude/surreal/RECONCILIATION_with_canonical_plan.md	12 markdown task specs (Lance pin, SoA container type, encode/decode codec, write/read/fold paths, catalog KV, moka L2 cache, epoch harvest, lock-free ring, log compaction, verification suite) with scope/ownership/dependencies/guards/acceptance; Phase 2 adjacent crates (lance-graph-contract, ontology, callcenter) landing sequence; reconciliation document mapping POC to canonical causaledge64-mailbox plan with course-corrections and ndarray mandatory checklist.
Surreal Container Crate: Cargo.toml and Skeleton crates/surreal_container/Cargo.toml, crates/surreal_container/src/lib.rs, crates/surreal_container/src/{write,read,fold,catalog,cache,epoch,ring,compaction,writer_invariants}.rs	Cargo.toml metadata, pinned lance=4.0.0, optional lancedb, runtime deps (tokio/futures/snafu), feature flags, commented BLOCKED surrealdb fork guidance; lib.rs with SurrealStore/SurrealContainerError skeleton (open() returns Blocked, ds() returns None); module stubs for all 12 tasks with TODO documentation and no functional implementation.
Cognitive Substrate Architecture and Verification .claude/surreal/cognitive-substrate.md	Full architecture design covering zones (internal preemptive cores vs membrane commit path), Rubikon FLOW single commit boundary, attention/goalstate control model, LE/SoA pointer-free data contracts, memory-hierarchy isomorphism (L1 cache-residency), durability/recovery via epoch checkpointing, scale path (RocksDB→TiKV); Verification section listing verified backends/components and two load-bearing gaps (NARS attention-bag missing, LWW merge semantics flagged as incompatible with intended superposition); honest bilanz of strong/real vs unbuilt/relic/vision.

Workspace Configuration

Layer / File(s)	Summary
Workspace Member and Dependency Notes Cargo.toml	Added crates/surreal_container as workspace member; large commented block documenting unresolved version constraints and BLOCKED dependency decisions for future resolution.

Estimated code review effort

🎯 4 (Complex) | ⏱️ ~60 minutes

Poem

🐇 Thirty-three atoms dance in nibbles fine,
Four courts converge and wisdom marks align,
Thirty-four tactics kindle thought anew,
Hot→Cold→Tombstone: the witness way through,
From mailbox base to quorum's split domain,
A hundred files of proof and bright refrain. 🎉

✨ Finishing Touches

📝 Generate docstrings

• Create stacked PR
• Commit on current branch

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch claude/splat3d-cpu-simd-renderer-MAOO0

[coderabbitai]

Actionable comments posted: 11

Note

Due to the large number of review comments, Critical, Major severity comments were prioritized as inline comments.

🟡 Minor comments (10)

.claude/surreal/06_read_time_fold.md-4-4 (1)

4-4: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Clarify "Resolves Gap #2" claim.

The task header states this phase "Resolves Gap #2," but the scope explicitly defers superposition to Phase 2 and uses LWW-latest as the default. Based on the review stack context, Gap #2 is "LWW merge semantics flagged as incompatible with intended superposition." This task implements LWW and defers the incompatibility; it does not resolve it. Consider rewording to "Addresses Gap #2 (POC path: LWW default, superposition deferred to Phase 2)" for accuracy.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/surreal/06_read_time_fold.md at line 4, The header statement "Phase:
merge semantics (non-destructive). Resolves Gap `#2`." is misleading given the
implementation uses LWW-latest and defers superposition to Phase 2; update the
header text to accurately reflect that this is a POC and does not fully resolve
the incompatibility by replacing that sentence with something like "Phase: merge
semantics (non-destructive). Addresses Gap `#2` (POC path: LWW default;
superposition deferred to Phase 2)" so reviewers can see the limitation up
front; change the exact string literal in the header to the new wording.

.claude/board/AGENT_LOG.md-86-111 (1)

86-111: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Resolve test-count discrepancy.

Line 97 states "446 prior contract tests unaffected" for the recipe_kernels entry, while line 108 states "442 existing contract tests unaffected" for the recipes entry. These two entries are sequential and should reference the same baseline. Clarify whether 4 tests were added between entries, or correct the typo.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/board/AGENT_LOG.md around lines 86 - 111, Update the inconsistent
test-count mention: determine the true baseline count of existing contract tests
and make both entries use the same number (either change "446 prior contract
tests unaffected" in the recipe_kernels paragraph or "442 existing contract
tests unaffected" in the recipes paragraph so they match). Locate the two
strings (the recipe_kernels entry mentioning "446 prior contract tests
unaffected" and the recipes entry mentioning "442 existing contract tests
unaffected") and edit them to the verified single authoritative number; also add
a brief parenthetical note only if the delta is intentional (e.g., "(+4 new
tests)") to clarify any deliberate change.

.claude/board/AGENT_LOG.md-1-68 (1)

1-68: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Clarify "no commit" claims for scaffold deliverables.

Lines 22, 30, and 50 state "No commit (scaffold only)" for D-ATOM-4 (counterfactual.rs), D-ATOM-5 (witness_tombstone.rs), and D-ATOM-3 (quorum.rs), but the review stack context confirms all three files are present in this PR under the "Core Contract Layer" and "Witness Lifecycle" cohorts. If these entries document historical scaffold creation followed by later wiring/commit, clarify the timeline. Otherwise, update the entries to reflect that these scaffolds are included in the current PR.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/board/AGENT_LOG.md around lines 1 - 68, The log incorrectly asserts
"No commit (scaffold only)" for D-ATOM-4, D-ATOM-5, and D-ATOM-3 even though the
PR contains the scaffold files; update the entries that mention "No commit
(scaffold only)" for D-ATOM-4 (counterfactual.rs), D-ATOM-5
(witness_tombstone.rs) and D-ATOM-3 (quorum.rs) to accurately reflect the
timeline — either mark these scaffolds as "Included in this PR" or add a brief
clarification noting they were scaffolded earlier and are now committed in this
PR; keep the D-ATOM IDs and file names (counterfactual.rs, witness_tombstone.rs,
quorum.rs) and preserve the BLOCKED lists and scaffolding notes unchanged except
for the timeline/commit status text.

.claude/board/EPIPHANIES.md-47-52 (1)

47-52: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Add a language tag to the fenced code block.

Line 47 opens a fenced block without a language, which triggers MD040 and can fail markdown lint gates.

Proposed fix

-```
+```text
 hot (full-fidelity ephemeral AriGraph, in mailbox)
  → calcified semantic  (SPO-G quads, cold, Lance)            — "what is believed"
  + tombstone witness   (Lance, compressed ~Scent/Base17)     — "what happened / who committed it"
  + counterfactual residue (CausalEdge64 −6 mantissa, 4 bits) — "the road not taken"

</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/board/EPIPHANIES.md around lines 47 - 52, Add a language tag to the
fenced code block that begins with the lines "hot (full-fidelity ephemeral
AriGraph, in mailbox)" to satisfy MD040; update the opening fence from to a tagged fence such astext (or another appropriate language) so the block is
recognized as a proper code/markup block and linting passes.

</details>

</blockquote></details>
<details>
<summary>.claude/plans/rung-ladder-grounding-v1.md-80-86 (1)</summary><blockquote>

`80-86`: _⚠️ Potential issue_ | _🟡 Minor_ | _⚡ Quick win_

**Add a language tag to the fenced code block.**

The block starting on Line 80 has no language identifier (MD040), which will fail markdown lint in strict mode.
 
<details>
<summary>Suggested diff</summary>

```diff
-```
+```text
 candidate scores (u8/i4, e.g. SignificanceLevel distances)
    → calculate_sd → gate_state_from_sd  → GateState (2-bit)
    → update RungState (tick): BLOCK→consec++, p_window ring-push, mismatch flag
    → evaluate_rung_shift (PURE): cooldown? max? sustained? pred-fail? mismatch? → +1
    → rung(4b) + band(2b) → bucket addressing  (= the 9 Rung dims R1-R9 of the 33-TSV)
 ```
```
</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/rung-ladder-grounding-v1.md around lines 80 - 86, The fenced
code block containing "candidate scores (u8/i4, e.g. SignificanceLevel
distances) → calculate_sd → gate_state_from_sd → GateState (2-bit) …" is missing
a language tag (MD040); fix it by adding a language identifier after the opening
triple backticks (e.g., ```text) so the block becomes a fenced code block with a
language tag and will satisfy markdown lint rules; update the block that begins
with the "candidate scores..." line accordingly.

</details>

</blockquote></details>
<details>
<summary>.claude/board/TECH_DEBT.md-16-16 (1)</summary><blockquote>

`16-16`: _⚠️ Potential issue_ | _🟡 Minor_ | _⚡ Quick win_

**Fix heading-level jump to keep markdown structure valid.**

Line 16 uses `###` without a preceding `##` section in this area, which triggers MD001 and can break TOC/render consistency.
 
<details>
<summary>Suggested diff</summary>

```diff
-### TD-GHOST-ECHO-DUP-1 (D-PERSONA-1)
+## TD-GHOST-ECHO-DUP-1 (D-PERSONA-1)
```
</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/board/TECH_DEBT.md at line 16, Update the heading level for "###
TD-GHOST-ECHO-DUP-1 (D-PERSONA-1)" so it doesn't jump from a higher level;
either change that line to "## TD-GHOST-ECHO-DUP-1 (D-PERSONA-1)" or add an
appropriate parent "##" section above to restore proper markdown hierarchy and
satisfy MD001.
```

</details>

</blockquote></details>
<details>
<summary>.claude/plans/rung-mul-grounding-v1.md-76-84 (1)</summary><blockquote>

`76-84`: _⚠️ Potential issue_ | _🟡 Minor_ | _⚡ Quick win_

**Fix deliverables table column count.**

Static analysis reports the table at line 82 has 7 cells in the data row but the header expects 5 columns. The table appears to have extra `|` delimiters in the header or data rows.




<details>
<summary>📝 Verify and fix table structure</summary>

Check that the number of `|` delimiters in the header row (line 77) matches the data rows (lines 79-83). The header should have 5 columns: D-id, title, crate, ~LOC, risk.

Example correct format:
```markdown
| D-id | title | crate | ~LOC | risk |
|---|---|---|---|---|
| D-RUNG-MUL-1 | per-projection NARS truth... | planner | 220 | MED |
```
</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/rung-mul-grounding-v1.md around lines 76 - 84, The markdown
table header and data rows are misaligned: the header defines five columns
(D-id, title, crate, ~LOC, risk) but the data rows use extra pipe delimiters
causing seven cells; fix the table by ensuring each data row for entries like
D-RUNG-MUL-1..D-RUNG-MUL-5 has exactly five pipe-separated cells matching the
header (remove any stray `|` characters inside cells or adjust column content so
each row follows `| D-id | title | crate | ~LOC | risk |`), and verify the
separator row (`|---|---|---|---|---|`) has five columns as well.
```

</details>

</blockquote></details>
<details>
<summary>.claude/knowledge/34-tactics-vs-ada.md-41-50 (1)</summary><blockquote>

`41-50`: _⚠️ Potential issue_ | _🟡 Minor_ | _⚡ Quick win_

**Add blank line before table for markdown compliance.**

Static analysis flagged that the table at line 41 should be surrounded by blank lines per MD058.




<details>
<summary>📝 Proposed fix</summary>

```diff
 | SPIRAL | DIRECT | iterative ↔ one-pass |
 | STEELMAN | STRAWMAN | (or pairs with Advocatus-Diaboli challenge) |
+
 **COUNTERFACTUAL is in the 36 and IS the 2³ apex** — the one NARS style fully covered by SPO 2³ (`SPO`=0b111). The rest are orthogonal operation axes (structural / directional / framing), confirming again: 2³ = the causal spine only.
```
</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/knowledge/34-tactics-vs-ada.md around lines 41 - 50, Add a blank
line immediately before the markdown table that starts with the header row "| op
| proposed opposite | note |" so the table is separated from the preceding
paragraph/line and satisfies MD058; update the block containing rows like
"DECOMPOSE | COMPOSE/SYNTHESIZE" etc. to be preceded by a single empty line.
```

</details>

</blockquote></details>
<details>
<summary>.claude/plans/rung-persona-orchestration-v1.md-7-7 (1)</summary><blockquote>

`7-7`: _⚠️ Potential issue_ | _🟡 Minor_ | _⚡ Quick win_

**External design reference limits verifiability.**

The document references `ladybug-rs INTEGRATION_PLAN.md `@177a321`` and other files as design references while noting they are "outside GitHub-MCP scope." This creates a verification gap for reviewers who cannot independently confirm the claims about hot/cold/feedback loops, phase-gate checklists, and blackboard composition.




Consider adding a brief inline summary of the critical ladybug-rs patterns being grounded (e.g., the 4-phase gate checklist structure, the 3 composition modes) so reviewers can assess the grounding without access to the external repo.

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/rung-persona-orchestration-v1.md at line 7, Add a short inline
summary under the existing Design refs in rung-persona-orchestration-v1.md that
extracts and restates the critical ladybug-rs patterns so reviewers can verify
claims without the external repo: briefly describe the "BF16 Superposition
Architecture (Hot/Cold/Feedback)" core idea and the 4-phase [DONE]/[TODO] gate
checklist structure, list the 3 composition modes and the
BindSpace-as-blackboard hub concept, and include the key detector/formula
highlights (e.g., fanout = base·(1+bridgeness·0.5), noise_tolerance =
base·(1+(1−confidence)·0.5) and the EpiphanyDetector threshold
surprise>baseline×1.5) as 1–2 sentence summaries each so the document is
self-contained for reviewers.
```

</details>

</blockquote></details>
<details>
<summary>.claude/plans/rung-persona-orchestration-v1.md-122-132 (1)</summary><blockquote>

`122-132`: _⚠️ Potential issue_ | _🟡 Minor_ | _⚡ Quick win_

**Board hygiene: confirm board entries for `rung-persona-orchestration-v1`**
- `.claude/board/INTEGRATION_PLANS.md` references `rung-persona-orchestration-v1`.
- `.claude/board/STATUS_BOARD.md` contains `D-PERSONA-1`…`D-PERSONA-6` rows, but `D-PERSONA-1` is marked **In progress** (line ~508) while `D-PERSONA-2`…`D-PERSONA-6` are **Queued**—adjust `D-PERSONA-1` to match the intended queued state if required.

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/rung-persona-orchestration-v1.md around lines 122 - 132, The
STATUS_BOARD entry for D-PERSONA-1 is marked "In progress" while the plan
expects it to be queued; open the STATUS_BOARD document and change the
D-PERSONA-1 row status to "Queued" to match D-PERSONA-2…D-PERSONA-6, then verify
the INTEGRATION_PLANS reference to rung-persona-orchestration-v1 exists and that
all D-PERSONA-1…D-PERSONA-6 rows are present and consistent with the
deliverables table (D-PERSONA-1 through D-PERSONA-6, including titles like
escalation+epiphany loop, meta-recipe manifest, hot/cold/feedback wiring,
macro-eval harness, ractor outer-swarm runtime, odoo_scanner/OdooBridge).
```

</details>

</blockquote></details>

</blockquote></details>

<details>
<summary>🧹 Nitpick comments (8)</summary><blockquote>

<details>
<summary>crates/lance-graph/src/graph/witness_tombstone.rs (1)</summary><blockquote>

`1-358`: _⚡ Quick win_

**Add unit tests for the witness lifecycle types.**

The coding guideline requires adding Rust unit tests alongside implementations via `#[cfg(test)]` modules. Even though the methods are currently `todo!()` placeholders, the type constructors and field relationships are testable:

- `WitnessLink::new` correctly copies `mailbox_id` and `lance_version` from `Tombstone`
- `HotWitness` field validation (e.g., `truth_confidence` range, `observed_at_ns` non-zero)
- `Tombstone` field defaults and invariants




<details>
<summary>🧪 Example test module to add</summary>

```rust
#[cfg(test)]
mod tests {
    use super::*;

    #[test]
    fn witness_link_copies_tombstone_fields() {
        let tombstone = Tombstone {
            mailbox_id: 42,
            spo_key: 123,
            lance_version: 7,
            committed_at_ns: 1000,
            compressed_payload: Box::new([]),
            has_counterfactual: false,
        };
        
        let link = WitnessLink::new(999, &tombstone);
        
        assert_eq!(link.spo_key, 999);
        assert_eq!(link.mailbox_id, 42);
        assert_eq!(link.tombstone_lance_version, 7);
    }

    #[test]
    fn hot_witness_optional_counterfactual() {
        let witness = HotWitness {
            mailbox_id: 1,
            subject_key: 10,
            predicate_key: 20,
            object_key: 30,
            truth_frequency: 0.9,
            truth_confidence: 0.8,
            observed_at_ns: 5000,
            counterfactual_mantissa: None,
        };
        
        assert!(witness.counterfactual_mantissa.is_none());
    }
}
```

</details>

As per coding guidelines: "Add Rust unit tests alongside implementations via `#[cfg(test)]` modules; prefer focused scenarios over broad integration tests".

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/lance-graph/src/graph/witness_tombstone.rs` around lines 1 - 358, Add
a #[cfg(test)] mod with focused unit tests that validate the witness lifecycle
types: write a test for WitnessLink::new that constructs a Tombstone (populate
mailbox_id, spo_key, lance_version, committed_at_ns, compressed_payload as an
empty Box<[u8]>, has_counterfactual) and assert the created link copies spo_key,
mailbox_id and tombstone_lance_version; add a test constructing a HotWitness and
assert fields like counterfactual_mantissa is None and
truth_confidence/observed_at_ns meet simple invariants (e.g., non-zero
timestamp, confidence in expected range); add a test that constructs a Tombstone
and asserts its fields are preserved (mailbox_id, spo_key, lance_version,
has_counterfactual and compressed_payload length). Ensure tests live in the same
file next to the types so they run with cargo test.
```

</details>

</blockquote></details>
<details>
<summary>crates/surreal_container/Cargo.toml (1)</summary><blockquote>

`43-44`: _💤 Low value_

**Exact version pins on lance/lancedb prevent semver-compatible updates.**

The exact pins (`=4.0.0`, `=0.27.2`) prevent even patch-level updates. While BLOCKED comments indicate these are temporary, consider using `~` (tilde) requirements for patch-level flexibility once versions are confirmed, e.g., `lance = "~4.0"` allows 4.0.x updates.

This is advisory only; exact pins are appropriate if strict version control is needed during POC development.

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/surreal_container/Cargo.toml` around lines 43 - 44, The Cargo.toml
dependency pins for lance and lancedb are exact ("=4.0.0" and "=0.27.2") which
blocks patch updates; change these to tilde requirements (e.g., use lance =
"~4.0" and lancedb = "~0.27") so patch-level semver-compatible updates are
allowed while preserving the minor version constraint; update the lance and
lancedb entries in Cargo.toml accordingly and keep the BLOCKED comments if you
want to document the planned bumps to Lance 6 and lancedb 0.28.
```

</details>

</blockquote></details>
<details>
<summary>crates/surreal_container/src/lib.rs (1)</summary><blockquote>

`1-216`: _💤 Low value_

**Consider adding unit tests for the skeleton.**

The coding guideline requires adding Rust unit tests alongside implementations. Even for skeleton code, you can add smoke tests to validate error message formatting, struct construction patterns, and blocked-state behavior.

As per coding guidelines: "Add Rust unit tests alongside implementations via `#[cfg(test)]` modules."




<details>
<summary>Example test module</summary>

```rust
#[cfg(test)]
mod tests {
    use super::*;

    #[tokio::test]
    async fn test_open_returns_blocked() {
        let result = SurrealStore::open("/fake/path").await;
        assert!(result.is_err());
        
        if let Err(SurrealContainerError::Blocked { reason }) = result {
            assert!(reason.contains("BLOCKED(C)"));
        } else {
            panic!("Expected Blocked error");
        }
    }

    #[test]
    fn test_error_display() {
        let err = SurrealContainerError::Blocked {
            reason: "test reason",
        };
        let display = format!("{}", err);
        assert!(display.contains("surreal_container blocked"));
        assert!(display.contains("test reason"));
    }
}
```

</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/surreal_container/src/lib.rs` around lines 1 - 216, Add a test module
under #[cfg(test)] that asserts the blocked-skeleton behavior: call
SurrealStore::open("/fake/path").await in a #[tokio::test] to confirm it returns
Err(SurrealContainerError::Blocked) and that the Blocked.reason string contains
"BLOCKED(C)"; also add a synchronous #[test] that constructs
SurrealContainerError::Blocked { reason: "test reason" } and verifies
format!("{}", err) contains both "surreal_container blocked" and the provided
reason. Use the existing SurrealStore::open and
SurrealContainerError::Blocked/Display symbols so tests validate the current
skeleton behavior and error formatting.
```

</details>

</blockquote></details>
<details>
<summary>.claude/surreal/cognitive-substrate.md (3)</summary><blockquote>

`41-43`: _⚡ Quick win_

**Add language specifier to fenced code block.**

The code block lacks a language specifier. Use \`\`\`text for equation/notation blocks.




<details>
<summary>📝 Proposed fix</summary>

```diff
-```
+```text
 collapse-gate FLOW = Rubikon-crossing = zone membrane = SurrealDB commit = WA batch boundary
```
</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/surreal/cognitive-substrate.md around lines 41 - 43, The fenced code
block containing the line "collapse-gate FLOW = Rubikon-crossing = zone membrane
= SurrealDB commit = WA batch boundary" needs a language specifier; update the
opening fence from totext so the block is marked as plain text (e.g.,
change the fenced code block that encloses that exact line to start with

---

77-81: ⚡ Quick win

Add language specifier to fenced code block.

The code block lacks a language specifier. Use ```text for architectural notation.

📝 Proposed fix

-```
+```text
 register (operands) ⊂ L1 (attention focus tile) ⊂ L2 (warm concepts) ⊂ RAM/Lance (full bag)
 attention = cache tile · forgetting = eviction · attention-shift = tile reload (gather)

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/surreal/cognitive-substrate.md around lines 77 - 81, The fenced code
block containing the architectural notation starting with "register (operands) ⊂
L1 (attention focus tile) ⊂ L2 (warm concepts) ⊂ RAM/Lance (full bag)" should
include a language specifier; update the opening fence from ``` to ```text so
the block is marked as plain text (preserve the existing lines "attention =
cache tile · forgetting = eviction · attention-shift = tile reload (gather)" and
the trailing fence unchanged).

---

22-29: ⚡ Quick win

Add language specifier to fenced code block.

The code block lacks a language specifier. For diagram/architecture notation, use ```text to improve rendering and satisfy markdown linting.

📝 Proposed fix

-```
+```text
 ZONE 0-2 (intern)   preemptiv (OS-Threads/rayon), zero-copy LE/SoA, NARS-Kern,

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/surreal/cognitive-substrate.md around lines 22 - 29, The fenced code
block containing the architecture diagram starting with "ZONE 0-2 (intern)  
preemptiv (OS-Threads/rayon)..." lacks a language specifier; update the opening
fence from ``` to ```text so the block is treated as plain text (improves
rendering and satisfies markdown linting) and leave the closing ``` unchanged.
Locate the block by searching for the unique snippet "ZONE 0-2 (intern)" or
"ZONE 3  (membrane)" and add the language tag to the opening fence.

.claude/plans/rung-persona-orchestration-v1.md (2)

52-65: 💤 Low value

Add language specifier to fenced code block.

The checklist block lacks a language specifier. While this is documentation rather than code, adding ```text improves consistency and silences linter warnings.

📝 Proposed fix

-```
+```text
 HARD (boot gate):
 [ ] contract types load + Pod sizes exact   (RungState=16B, SpoHead, MulAssessment)

As per coding guidelines: markdownlint flagged missing language specifier.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/rung-persona-orchestration-v1.md around lines 52 - 65, The
fenced checklist block is missing a language specifier which triggers
markdownlint; update the opening fence for that block (the triple-backtick
before "HARD (boot gate):") to include a language such as text (i.e. change ```
to ```text) so the linter recognizes it, ensuring the closing triple-backticks
remain unchanged and the rest of the checklist lines (e.g., "HARD (boot gate):",
"SOFT (degrade if red):", and their items) are preserved exactly.

---

73-79: 💤 Low value

Add language specifier to fenced code block.

The pseudocode block lacks a language specifier. Consider ```pseudocode or ```text.

📝 Proposed fix

-```
+```pseudocode
 recipe = with green(store), green(contracts), green(caps):
             supervise [ store, capability_actors…, orchestrator, eval ]

As per coding guidelines: markdownlint flagged missing language specifier.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/rung-persona-orchestration-v1.md around lines 73 - 79, The
fenced code block containing the pseudocode starting with "recipe = with
green(store), green(contracts), green(caps):" is missing a language specifier;
update the opening fence to include a language (e.g., change ``` to
```pseudocode or ```text) so markdownlint stops flagging it and tools can apply
proper highlighting for the block that includes symbols like supervise,
capability_actors, orchestrator, eval and UnifiedSteps.

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In @.claude/knowledge/atom-basis-inventory.md:
- Around line 19-51: D-ATOM-0 is recorded inconsistently between
atom-basis-inventory.md (claims unresolved, basis = bighorn-36 and
CANONICAL_ATOMS must be re-pointed) and atom-mailbox-substrate-v1.md (claims
resolved, basis = agichat 33-TSV and CANONICAL_ATOMS committed); pick the single
authoritative stance, then update the other document to match: set the D-ATOM-0
resolution status consistently, state the canonical basis (either bighorn-36 or
33-TSV), and adjust the note for contract::atoms::CANONICAL_ATOMS to reflect
whether it is final or needs re-pointing; ensure D-ATOM-0, the listed
confirmed/opposed atom pairs, and the CANONICAL_ATOMS statement are synchronized
across both docs.

In @.claude/plans/atom-mailbox-substrate-v1.md:
- Around line 28-29: The document currently contradicts itself about D-ATOM-0
(it both claims "✅ RESOLVED — the basis is LOCKED" and separately labels
D-ATOM-0 as "genuinely unsolved" and a "conjecture"); pick one canonical status
and make the language consistent across all occurrences: update the header that
currently says "D-ATOM-0 — the atom basis. ✅ RESOLVED" and the
confidence/conjecture sentence to match (either remove the checkmark and mark as
"PROPOSED / OPEN" and add a short TODO pointing to the unresolved derivation, or
keep "RESOLVED" and remove all "unsolved/conjecture" language and add an
explicit note referencing the canonical inventory CANONICAL_ATOMS and
atom-basis-inventory as the justification), and then ensure the "Honest gaps"
section reflects that chosen status (remove or amend the "genuinely unsolved"
bullet); keep references to D-ATOM-0 and the canonical atom artifacts
(CANONICAL_ATOMS, atom-basis-inventory) so reviewers can verify the decision.

In @.claude/plans/rung-mul-grounding-v1.md:
- Around line 28-45: The DK triggers and "wisdom" claims in the plan must be
corrected to match the code: replace the plan's evidence-state triggers with the
actual felt_competence vs demonstrated_competence thresholding used by the DK
detector (see crates/lance-graph-planner/src/mul/dk.rs and
crates/lance-graph/src/graph/arigraph/orchestrator.rs), update the FreeEnergy
description to state it returns FreeEnergy { likelihood, kl_divergence, total }
with total = (1 - likelihood) + kl_divergence
(crates/lance-graph-contract/src/grammar/free_energy.rs) and note that
demonstrated_competence is derived as (1.0 - free_energy.total) in
crates/cognitive-shader-driver/src/driver.rs, document WisdomMarker as a
decaying residue (FLOOR=0.1, DECAY=0.85, intensity_at(age)=max(FLOOR,
intensity*DECAY^age)) minted on an Epiphany via
WisdomMarker::fresh(GhostEcho::Epiphany)
(crates/lance-graph-contract/src/escalation.rs), and remove or reframe the
unsupported algebraic claim “wisdom = |confidence − competence| → 0” since there
is no explicit computation implementing that formula in the codebase.

In `@crates/lance-graph-contract/src/atoms.rs`:
- Around line 39-44: The public API exposes a 32-lane carrier (I4x32 with
pack([i8;32])) while the contract catalog lists 33 logical atoms (dim 0..32),
leaving one atom unrepresentable; either (A) add a canonical 33rd-lane mapping
now or (B) gate the surface until mapping is decided. To fix, choose one
approach and implement it in this module: (A) extend the carrier API with a
canonical mapping function (e.g., add pack33 or change signature to accept
[i8;33] and implement the folding/ spare-lane policy inside I4x32/impl to
deterministically map the 33rd atom), update any catalogue code that enumerates
dims 0..32 to use the new API, and document the mapping; or (B) make the current
pack([i8;32]) API non-public or behind a feature/compile-time gate and return a
clear error/result when a 33rd logical atom is requested (update functions
referring to dim 0..32 to validate and fail fast). Reference I4x32,
pack([i8;32]), and the catalogue dim iteration to locate where to apply the
change.
- Around line 81-89: The public I4x32::pack and I4x32::unpack are unimplemented
and must be replaced with working nibble (4-bit signed) packing/unpacking:
implement I4x32::pack to validate each input lane is in range -8..=7, convert
each i8 to a 4-bit unsigned nibble (mask with 0xF), combine pairs of nibbles
into bytes (e.g., low nibble in bits 0..3, high nibble in bits 4..7) and store
into the internal byte array backing I4x32 instead of todo!; implement
I4x32::unpack to read each byte, extract low and high 4-bit nibbles, sign-extend
each nibble to i8 (if nibble & 0x8 != 0 then fill upper bits with 1s) and return
the [i8; 32] array; ensure both functions preserve the specified signed range
and do not panic (return/handle errors or use debug asserts as appropriate).

In `@crates/lance-graph-contract/src/escalation.rs`:
- Around line 401-410: Checklist::step leaves previously green items marked as
green when a new verdict is not CollapseHint::Flow (or Flow without epiphany);
update the logic in Checklist::step where you find the item
(self.items.iter_mut().find(...) -> item) so that after setting item.hint =
verdict.hint you explicitly clear stale state for non-Flow cases: set item.green
= false and item.marker = None whenever !(verdict.hint == CollapseHint::Flow &&
epiphany.is_some()), and only create WisdomMarker::fresh(GhostEcho::Epiphany),
set item.green = true, and assign item.marker when the Flow+epiphany branch is
taken; this ensures boot_ready() will no longer report a hard item as settled
when it isn’t.

In `@crates/lance-graph-contract/src/recipe_kernels.rs`:
- Around line 20-21: The current fixed NOISE_FLOOR constant encodes a classical
Berry-Esseen IID assumption; replace it with a parameterized threshold function
(e.g., compute_noise_floor or noise_threshold) that implements the Jirak 2016
weak-dependence rates: return n^(p/2 - 1) for p in (2,3], and n^(-1/2) (or L^q
appropriate) for p >= 4, taking sample size n and moment parameter p as inputs;
update every place using the NOISE_FLOOR constant (references: NOISE_FLOOR
constant and all convergence/distortion checks that reference it) to call the
new function and pass the appropriate n and p, and update related docs/comments
to note the weak-dependence assumption and the Jirak 2016 rate selection.
- Around line 541-545: The test computes world' using the XOR operator (the ^
uses in computing world_cf and divergence with variables world, factual,
counterfactual), which violates the VSA binding rule for state-transition paths;
either replace the XOR-based binding with the repository-approved VSA binding
call (e.g., the project's Bundle::bind / approved binding_operator) when
constructing world_cf and computing divergence, or explicitly mark this change
with the required [FORMAL-SCAFFOLD] review annotation if XOR is intentionally
used; update the expressions that set world_cf and divergence to call the
approved binding helper (and adjust any downstream logic accordingly) instead of
using ^.
- Around line 422-427: Etd::apply currently sorts a cloned vector v but never
mutates ctx; change it to detect the largest adjacent gap in the sorted v, split
v into two partitions at that index, and update ctx to reflect the decomposition
(i.e., replace ctx.candidates with the resulting partition(s) or add the second
partition as a new candidate/group according to how decomposition is
represented); implement finding the max gap by iterating v.windows(2), recording
the index of the largest difference, then use split_at to produce left and right
partitions and assign them back into ctx.candidates (or push the second
partition into whichever field holds additional candidate groups) before
returning Outcome in Etd::apply.

In `@crates/lance-graph/src/graph/witness_tombstone.rs`:
- Around line 148-155: The free function calcify should be moved into HotWitness
as a method: change pub fn calcify(_hot: &HotWitness) ->
crate::graph::spo::builder::SpoRecord into a method pub fn calcify(&self) ->
crate::graph::spo::builder::SpoRecord inside impl HotWitness, retain the
todo/comments, remove the original free function, and update all call sites to
use hot.calcify() instead of calcify(&hot); keep the return type (SpoRecord) and
visibility so callers and SpoStore insertions keep working.

In `@crates/surreal_container/src/lib.rs`:
- Around line 150-173: Replace the manual error enum and Display/Error impls
with a snafu-based error type: derive Debug and Snafu on SurrealContainerError,
convert the Blocked variant to a snafu variant with an explicit display message
(e.g., via snafu's display attribute) and keep the reason field, and remove the
manual impls of std::fmt::Display and std::error::Error; future variants like
Init and Lance should be added with snafu's `source` wrapper so they can carry
underlying errors. Ensure the enum still exposes SurrealContainerError and that
any code constructing Blocked uses the new variant constructor.

---

Minor comments:
In @.claude/board/AGENT_LOG.md:
- Around line 86-111: Update the inconsistent test-count mention: determine the
true baseline count of existing contract tests and make both entries use the
same number (either change "446 prior contract tests unaffected" in the
recipe_kernels paragraph or "442 existing contract tests unaffected" in the
recipes paragraph so they match). Locate the two strings (the recipe_kernels
entry mentioning "446 prior contract tests unaffected" and the recipes entry
mentioning "442 existing contract tests unaffected") and edit them to the
verified single authoritative number; also add a brief parenthetical note only
if the delta is intentional (e.g., "(+4 new tests)") to clarify any deliberate
change.
- Around line 1-68: The log incorrectly asserts "No commit (scaffold only)" for
D-ATOM-4, D-ATOM-5, and D-ATOM-3 even though the PR contains the scaffold files;
update the entries that mention "No commit (scaffold only)" for D-ATOM-4
(counterfactual.rs), D-ATOM-5 (witness_tombstone.rs) and D-ATOM-3 (quorum.rs) to
accurately reflect the timeline — either mark these scaffolds as "Included in
this PR" or add a brief clarification noting they were scaffolded earlier and
are now committed in this PR; keep the D-ATOM IDs and file names
(counterfactual.rs, witness_tombstone.rs, quorum.rs) and preserve the BLOCKED
lists and scaffolding notes unchanged except for the timeline/commit status
text.

In @.claude/board/EPIPHANIES.md:
- Around line 47-52: Add a language tag to the fenced code block that begins
with the lines "hot (full-fidelity ephemeral AriGraph, in mailbox)" to satisfy
MD040; update the opening fence from ``` to a tagged fence such as ```text (or
another appropriate language) so the block is recognized as a proper code/markup
block and linting passes.

In @.claude/board/TECH_DEBT.md:
- Line 16: Update the heading level for "### TD-GHOST-ECHO-DUP-1 (D-PERSONA-1)"
so it doesn't jump from a higher level; either change that line to "##
TD-GHOST-ECHO-DUP-1 (D-PERSONA-1)" or add an appropriate parent "##" section
above to restore proper markdown hierarchy and satisfy MD001.

In @.claude/knowledge/34-tactics-vs-ada.md:
- Around line 41-50: Add a blank line immediately before the markdown table that
starts with the header row "| op | proposed opposite | note |" so the table is
separated from the preceding paragraph/line and satisfies MD058; update the
block containing rows like "DECOMPOSE | COMPOSE/SYNTHESIZE" etc. to be preceded
by a single empty line.

In @.claude/plans/rung-ladder-grounding-v1.md:
- Around line 80-86: The fenced code block containing "candidate scores (u8/i4,
e.g. SignificanceLevel distances) → calculate_sd → gate_state_from_sd →
GateState (2-bit) …" is missing a language tag (MD040); fix it by adding a
language identifier after the opening triple backticks (e.g., ```text) so the
block becomes a fenced code block with a language tag and will satisfy markdown
lint rules; update the block that begins with the "candidate scores..." line
accordingly.

In @.claude/plans/rung-mul-grounding-v1.md:
- Around line 76-84: The markdown table header and data rows are misaligned: the
header defines five columns (D-id, title, crate, ~LOC, risk) but the data rows
use extra pipe delimiters causing seven cells; fix the table by ensuring each
data row for entries like D-RUNG-MUL-1..D-RUNG-MUL-5 has exactly five
pipe-separated cells matching the header (remove any stray `|` characters inside
cells or adjust column content so each row follows `| D-id | title | crate |
~LOC | risk |`), and verify the separator row (`|---|---|---|---|---|`) has five
columns as well.

In @.claude/plans/rung-persona-orchestration-v1.md:
- Line 7: Add a short inline summary under the existing Design refs in
rung-persona-orchestration-v1.md that extracts and restates the critical
ladybug-rs patterns so reviewers can verify claims without the external repo:
briefly describe the "BF16 Superposition Architecture (Hot/Cold/Feedback)" core
idea and the 4-phase [DONE]/[TODO] gate checklist structure, list the 3
composition modes and the BindSpace-as-blackboard hub concept, and include the
key detector/formula highlights (e.g., fanout = base·(1+bridgeness·0.5),
noise_tolerance = base·(1+(1−confidence)·0.5) and the EpiphanyDetector threshold
surprise>baseline×1.5) as 1–2 sentence summaries each so the document is
self-contained for reviewers.
- Around line 122-132: The STATUS_BOARD entry for D-PERSONA-1 is marked "In
progress" while the plan expects it to be queued; open the STATUS_BOARD document
and change the D-PERSONA-1 row status to "Queued" to match
D-PERSONA-2…D-PERSONA-6, then verify the INTEGRATION_PLANS reference to
rung-persona-orchestration-v1 exists and that all D-PERSONA-1…D-PERSONA-6 rows
are present and consistent with the deliverables table (D-PERSONA-1 through
D-PERSONA-6, including titles like escalation+epiphany loop, meta-recipe
manifest, hot/cold/feedback wiring, macro-eval harness, ractor outer-swarm
runtime, odoo_scanner/OdooBridge).

In @.claude/surreal/06_read_time_fold.md:
- Line 4: The header statement "Phase: merge semantics (non-destructive).
Resolves Gap `#2`." is misleading given the implementation uses LWW-latest and
defers superposition to Phase 2; update the header text to accurately reflect
that this is a POC and does not fully resolve the incompatibility by replacing
that sentence with something like "Phase: merge semantics (non-destructive).
Addresses Gap `#2` (POC path: LWW default; superposition deferred to Phase 2)" so
reviewers can see the limitation up front; change the exact string literal in
the header to the new wording.

---

Nitpick comments:
In @.claude/plans/rung-persona-orchestration-v1.md:
- Around line 52-65: The fenced checklist block is missing a language specifier
which triggers markdownlint; update the opening fence for that block (the
triple-backtick before "HARD (boot gate):") to include a language such as text
(i.e. change ``` to ```text) so the linter recognizes it, ensuring the closing
triple-backticks remain unchanged and the rest of the checklist lines (e.g.,
"HARD (boot gate):", "SOFT (degrade if red):", and their items) are preserved
exactly.
- Around line 73-79: The fenced code block containing the pseudocode starting
with "recipe = with green(store), green(contracts), green(caps):" is missing a
language specifier; update the opening fence to include a language (e.g., change
``` to ```pseudocode or ```text) so markdownlint stops flagging it and tools can
apply proper highlighting for the block that includes symbols like supervise,
capability_actors, orchestrator, eval and UnifiedSteps.

In @.claude/surreal/cognitive-substrate.md:
- Around line 41-43: The fenced code block containing the line "collapse-gate
FLOW = Rubikon-crossing = zone membrane = SurrealDB commit = WA batch boundary"
needs a language specifier; update the opening fence from ``` to ```text so the
block is marked as plain text (e.g., change the fenced code block that encloses
that exact line to start with ```text).
- Around line 77-81: The fenced code block containing the architectural notation
starting with "register (operands) ⊂ L1 (attention focus tile) ⊂ L2 (warm
concepts) ⊂ RAM/Lance (full bag)" should include a language specifier; update
the opening fence from ``` to ```text so the block is marked as plain text
(preserve the existing lines "attention = cache tile · forgetting = eviction ·
attention-shift = tile reload (gather)" and the trailing fence unchanged).
- Around line 22-29: The fenced code block containing the architecture diagram
starting with "ZONE 0-2 (intern)   preemptiv (OS-Threads/rayon)..." lacks a
language specifier; update the opening fence from ``` to ```text so the block is
treated as plain text (improves rendering and satisfies markdown linting) and
leave the closing ``` unchanged. Locate the block by searching for the unique
snippet "ZONE 0-2 (intern)" or "ZONE 3  (membrane)" and add the language tag to
the opening fence.

In `@crates/lance-graph/src/graph/witness_tombstone.rs`:
- Around line 1-358: Add a #[cfg(test)] mod with focused unit tests that
validate the witness lifecycle types: write a test for WitnessLink::new that
constructs a Tombstone (populate mailbox_id, spo_key, lance_version,
committed_at_ns, compressed_payload as an empty Box<[u8]>, has_counterfactual)
and assert the created link copies spo_key, mailbox_id and
tombstone_lance_version; add a test constructing a HotWitness and assert fields
like counterfactual_mantissa is None and truth_confidence/observed_at_ns meet
simple invariants (e.g., non-zero timestamp, confidence in expected range); add
a test that constructs a Tombstone and asserts its fields are preserved
(mailbox_id, spo_key, lance_version, has_counterfactual and compressed_payload
length). Ensure tests live in the same file next to the types so they run with
cargo test.

In `@crates/surreal_container/Cargo.toml`:
- Around line 43-44: The Cargo.toml dependency pins for lance and lancedb are
exact ("=4.0.0" and "=0.27.2") which blocks patch updates; change these to tilde
requirements (e.g., use lance = "~4.0" and lancedb = "~0.27") so patch-level
semver-compatible updates are allowed while preserving the minor version
constraint; update the lance and lancedb entries in Cargo.toml accordingly and
keep the BLOCKED comments if you want to document the planned bumps to Lance 6
and lancedb 0.28.

In `@crates/surreal_container/src/lib.rs`:
- Around line 1-216: Add a test module under #[cfg(test)] that asserts the
blocked-skeleton behavior: call SurrealStore::open("/fake/path").await in a
#[tokio::test] to confirm it returns Err(SurrealContainerError::Blocked) and
that the Blocked.reason string contains "BLOCKED(C)"; also add a synchronous
#[test] that constructs SurrealContainerError::Blocked { reason: "test reason" }
and verifies format!("{}", err) contains both "surreal_container blocked" and
the provided reason. Use the existing SurrealStore::open and
SurrealContainerError::Blocked/Display symbols so tests validate the current
skeleton behavior and error formatting.

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

• Push a commit to this branch (recommended)
• Create a new PR with the fixes

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro Plus

Run ID: 4a45d0b0-9d02-406e-a4aa-a914fe1eb948

📥 Commits

Reviewing files that changed from the base of the PR and between 38c966a and 5a0abe4.

⛔ Files ignored due to path filters (1)

• Cargo.lock is excluded by !**/*.lock

📒 Files selected for processing (54)

• .claude/board/AGENT_LOG.md
• .claude/board/EPIPHANIES.md
• .claude/board/INTEGRATION_PLANS.md
• .claude/board/LATEST_STATE.md
• .claude/board/STATUS_BOARD.md
• .claude/board/TECH_DEBT.md
• .claude/knowledge/34-tactics-vs-ada.md
• .claude/knowledge/ada-rewrite-charter.md
• .claude/knowledge/agi-stack-cross-repo.md
• .claude/knowledge/atom-basis-inventory.md
• .claude/knowledge/spo-2cubed-list-coverage.md
• .claude/plans/atom-mailbox-substrate-v1.md
• .claude/plans/rung-ladder-grounding-v1.md
• .claude/plans/rung-mul-grounding-v1.md
• .claude/plans/rung-persona-orchestration-v1.md
• .claude/surreal/01_deps_substrate.md
• .claude/surreal/02_soa_container_type.md
• .claude/surreal/03_container_codec.md
• .claude/surreal/04_surreal_container_write.md
• .claude/surreal/05_surreal_container_read.md
• .claude/surreal/06_read_time_fold.md
• .claude/surreal/07_surreal_catalog_kv.md
• .claude/surreal/08_moka_l2_cache.md
• .claude/surreal/09_epoch_tick_harvest.md
• .claude/surreal/10_lockfree_handoff_ring.md
• .claude/surreal/11_log_compaction.md
• .claude/surreal/12_clean_writer_invariants.md
• .claude/surreal/PHASE2_adjacent_crates.md
• .claude/surreal/RECONCILIATION_with_canonical_plan.md
• .claude/surreal/cognitive-substrate.md
• CLAUDE.md
• Cargo.toml
• crates/lance-graph-contract/src/atoms.rs
• crates/lance-graph-contract/src/counterfactual.rs
• crates/lance-graph-contract/src/escalation.rs
• crates/lance-graph-contract/src/lib.rs
• crates/lance-graph-contract/src/quorum.rs
• crates/lance-graph-contract/src/recipe.rs
• crates/lance-graph-contract/src/recipe_kernels.rs
• crates/lance-graph-contract/src/recipes.rs
• crates/lance-graph-planner/src/mul/escalation.rs
• crates/lance-graph-planner/src/mul/mod.rs
• crates/lance-graph/src/graph/witness_tombstone.rs
• crates/surreal_container/Cargo.toml
• crates/surreal_container/src/cache.rs
• crates/surreal_container/src/catalog.rs
• crates/surreal_container/src/compaction.rs
• crates/surreal_container/src/epoch.rs
• crates/surreal_container/src/fold.rs
• crates/surreal_container/src/lib.rs
• crates/surreal_container/src/read.rs
• crates/surreal_container/src/ring.rs
• crates/surreal_container/src/write.rs
• crates/surreal_container/src/writer_invariants.rs

[coderabbitai]

⚠️ Potential issue | 🔴 Critical | 🏗️ Heavy lift

Critical inconsistency: D-ATOM-0 resolution status conflicts with atom-mailbox-substrate-v1.md.

This file states (lines 50-51) that the 33-TSV is "the agichat taxonomy and is not the atom set; the atoms are the bighorn operations" and that CANONICAL_ATOMS "must be re-pointed at the bighorn-36 once the full set is in hand." This implies D-ATOM-0 is unresolved (only ~13 of 36 bighorn ops are evidenced per line 48).

However, .claude/plans/atom-mailbox-substrate-v1.md (line 28) states: "D-ATOM-0 — the atom basis. ✅ RESOLVED — the basis is LOCKED, not derived. It is agichat's 33-dim TSV" and "Catalogue committed in contract::atoms::CANONICAL_ATOMS."

These two documents directly contradict each other on:

1. Whether D-ATOM-0 is resolved (unresolved vs. ✅ RESOLVED)
2. What the atom basis is (bighorn-36 ops vs. 33-TSV)
3. Whether the current CANONICAL_ATOMS is correct (needs re-pointing vs. committed)

One of these documents needs correction to establish a single source of truth for D-ATOM-0.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/knowledge/atom-basis-inventory.md around lines 19 - 51, D-ATOM-0 is
recorded inconsistently between atom-basis-inventory.md (claims unresolved,
basis = bighorn-36 and CANONICAL_ATOMS must be re-pointed) and
atom-mailbox-substrate-v1.md (claims resolved, basis = agichat 33-TSV and
CANONICAL_ATOMS committed); pick the single authoritative stance, then update
the other document to match: set the D-ATOM-0 resolution status consistently,
state the canonical basis (either bighorn-36 or 33-TSV), and adjust the note for
contract::atoms::CANONICAL_ATOMS to reflect whether it is final or needs
re-pointing; ensure D-ATOM-0, the listed confirmed/opposed atom pairs, and the
CANONICAL_ATOMS statement are synchronized across both docs.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | ⚡ Quick win

D-ATOM-0 resolution claim contradicts this plan's own "Honest gaps" section.

Line 28 states: "D-ATOM-0 — the atom basis. ✅ RESOLVED — the basis is LOCKED, not derived. It is agichat's 33-dim TSV"

However, this plan's own "Honest gaps / open questions" section (lines 76-79) states:

• Line 78: "D-ATOM-0 is genuinely unsolved — the basis derivation is asserted nowhere yet"
• Line 79: "The 36↔64 arithmetic...was never closed in dialogue — D-ATOM-0 must resolve it."

Additionally, line 4's confidence statement describes "CONJECTURE on the atom basis itself (D-ATOM-0, the load-bearing unsolved decision)"

A decision cannot simultaneously be "✅ RESOLVED" (line 28), "CONJECTURE...unsolved" (line 4), and "genuinely unsolved" (line 78). These statements need reconciliation to establish the actual status of D-ATOM-0.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/atom-mailbox-substrate-v1.md around lines 28 - 29, The
document currently contradicts itself about D-ATOM-0 (it both claims "✅ RESOLVED
— the basis is LOCKED" and separately labels D-ATOM-0 as "genuinely unsolved"
and a "conjecture"); pick one canonical status and make the language consistent
across all occurrences: update the header that currently says "D-ATOM-0 — the
atom basis. ✅ RESOLVED" and the confidence/conjecture sentence to match (either
remove the checkmark and mark as "PROPOSED / OPEN" and add a short TODO pointing
to the unresolved derivation, or keep "RESOLVED" and remove all
"unsolved/conjecture" language and add an explicit note referencing the
canonical inventory CANONICAL_ATOMS and atom-basis-inventory as the
justification), and then ensure the "Honest gaps" section reflects that chosen
status (remove or amend the "genuinely unsolved" bullet); keep references to
D-ATOM-0 and the canonical atom artifacts (CANONICAL_ATOMS,
atom-basis-inventory) so reviewers can verify the decision.

[coderabbitai]

⚠️ Potential issue | 🟠 Major

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
# Verify FreeEnergy::compose exists and returns confidence-like value
rg -n "impl FreeEnergy" --type rust -A 10 | rg "compose"

# Verify NARS confidence and expectation semantics
rg -n "struct.*SpoHead" --type rust -A 5
rg -n "expectation" --type rust | rg -i nars

# Verify ElevationLevel enum matches the L0-L5 claim
rg -n "enum ElevationLevel" --type rust -A 8

Repository: AdaWorldAPI/lance-graph

Length of output: 3526

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== FreeEnergy::compose implementation =="
FILE="crates/lance-graph-contract/src/grammar/free_energy.rs"
nl -ba "$FILE" | sed -n '70,160p'

echo
echo "== NARS truth expectation/confidence implementation =="
FILE="crates/lance-graph-planner/src/nars/truth.rs"
nl -ba "$FILE" | sed -n '1,220p'

echo
echo "== NARS engine (SpoHead) expectation/conf formulas =="
FILE="crates/lance-graph-planner/src/cache/nars_engine.rs"
nl -ba "$FILE" | sed -n '1,140p'

echo
echo "== ElevationLevel enum =="
FILE="crates/lance-graph-planner/src/elevation/mod.rs"
nl -ba "$FILE" | sed -n '1,120p'

echo
echo "== ElevationLevel usage (for mapping claims) =="
rg -n "ElevationLevel::" crates -S | head -n 80

echo
echo "== FreeEnergy::compose call sites =="
rg -n "FreeEnergy::compose\\(" crates -S

echo
echo "== Search for wisdom/calibration gap/computation path =="
rg -n "wisdom|wisdom marker|calibration gap|confidence[[:space:]]*[-−][[:space:]]*competence|competence" . -S

echo
echo "== Search for DK trigger terms =="
rg -n "Mount Stupid|Valley of Despair|Dunning-Kruger|DK position|DK-gate|spiral" . -S

Repository: AdaWorldAPI/lance-graph

Length of output: 169

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== FreeEnergy::compose implementation (exact body) =="
FILE="crates/lance-graph-contract/src/grammar/free_energy.rs"
# show around compose
rg -n "fn compose\\(" "$FILE"
line=$(rg -n "fn compose\\(" "$FILE" | head -n1 | cut -d: -f1)
start=$((line-25))
end=$((line+40))
sed -n "${start},${end}p" "$FILE" | cat -n

echo
echo "== NARS truth.rs (expectation/confidence + surprise) =="
FILE="crates/lance-graph-planner/src/nars/truth.rs"
rg -n "pub fn expectation|fn expectation|struct|confidence|Surprise|surprise" "$FILE" | head -n 80
# show whole small file if <220 lines; otherwise slice around expectation
wc -l "$FILE"
line_exp=$(rg -n "fn expectation\\(" "$FILE" | head -n1 | cut -d: -f1)
start=$((line_exp-25))
end=$((line_exp+80))
sed -n "${start},${end}p" "$FILE" | cat -n

echo
echo "== NARS engine SpoHead expectation/confidence formulas =="
FILE="crates/lance-graph-planner/src/cache/nars_engine.rs"
rg -n "struct SpoHead|pub fn expectation\\(|conf|freq|c =|expectation" "$FILE" | head -n 120
line_exp=$(rg -n "fn expectation\\(" "$FILE" | head -n1 | cut -d: -f1 || true)
wc -l "$FILE"
if [ -n "${line_exp:-}" ]; then
  start=$((line_exp-25))
  end=$((line_exp+70))
  sed -n "${start},${end}p" "$FILE" | cat -n
else
  sed -n '1,160p' "$FILE" | cat -n
fi

echo
echo "== ElevationLevel enum =="
FILE="crates/lance-graph-planner/src/elevation/mod.rs"
nl_check=0
wc -l "$FILE"
sed -n '1,120p' "$FILE" | cat -n

echo
echo "== ElevationLevel usage (pattern matches) =="
rg -n "ElevationLevel::" crates -S | head -n 120

echo
echo "== Search for wisdom marker / calibration gap computation path =="
rg -n "wisdom marker|wisdom\\b|calibration gap|confidence[[:space:]]*[-−][[:space:]]*competence|confidence\\s*[-−]\\s*competence|competence\\b" . -S | head -n 200

echo
echo "== Search for DK/Mount Stupid/Valley of Despair terms =="
rg -n "Dunning-Kruger|DK position|DK-gate|Mount Stupid|Valley of Despair|spiral" . -S | head -n 200

Repository: AdaWorldAPI/lance-graph

Length of output: 50381

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== dk.rs =="
FILE="crates/lance-graph-planner/src/mul/dk.rs"
wc -l "$FILE"
line=$(rg -n "fn dk_from|enum DkPosition|DkPosition|gap =" "$FILE" | head -n 20 | cut -d: -f1 | head -n1 || true)
if [ -n "${line:-}" ]; then
  start=$((line-30)); end=$((line+160))
  sed -n "${start},${end}p" "$FILE" | cat -n
else
  sed -n '1,200p' "$FILE" | cat -n
fi

echo
echo "== orchestrator.rs DK mapping =="
FILE="crates/lance-graph/src/graph/arigraph/orchestrator.rs"
wc -l "$FILE"
# show around dk_position logic
line=$(rg -n "dk_position" "$FILE" | head -n 20 | cut -d: -f1 | head -n1 || true)
start=$((line-30)); end=$((line+120))
sed -n "${start},${end}p" "$FILE" | cat -n

echo
echo "== MUL confidence/competence → 'wisdom' logic (search) =="
rg -n "wisdom|wisdom_marker|calibrat|gap closing|\\|confidence|felt_competence|demonstrated_competence" \
  crates/lance-graph-planner/src/mul crates/lance-graph-contract/src/escalation.rs crates/lance-graph/src/graph/arigraph/orchestrator.rs -S | head -n 80

Repository: AdaWorldAPI/lance-graph

Length of output: 1965

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== dk.rs (mul/dk.rs) =="
FILE="crates/lance-graph-planner/src/mul/dk.rs"
wc -l "$FILE"
sed -n '1,220p' "$FILE" | cat -n

echo
echo "== orchestrator.rs (DK mapping) =="
FILE="crates/lance-graph/src/graph/arigraph/orchestrator.rs"
rg -n "dk_position|DkPosition::|fn .*dk|dk_from" "$FILE" -S
# show a wider fixed window around the first dk_position occurrence
line=$(rg -n "dk_position" "$FILE" | head -n1 | cut -d: -f1)
start=1
end=$((line+80))
sed -n "${start},${end}p" "$FILE" | cat -n

echo
echo "== wisdom marker computation (search narrow) =="
rg -n "wisdom marker|WisdomMarker|promote_to_wisdom|wisdom[:_ ]*=|markers\\.wisdom|confidence[[:space:]]*[-−][[:space:]]*competence|felt_competence.*demonstrated_competence|gap closing|calibration.*gap" \
  crates/lance-graph-contract/src crates/lance-graph-planner/src crates/lance-graph/src -S | head -n 120

Repository: AdaWorldAPI/lance-graph

Length of output: 19889

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== escalation.rs: WisdomMarker definition/compute =="
FILE="crates/lance-graph-contract/src/escalation.rs"
rg -n "struct WisdomMarker|impl WisdomMarker|fn intensity_at|promote_to_wisdom|WisdomMarker::fresh" "$FILE" -S
# show around the key parts
rg -n "struct WisdomMarker" "$FILE" | head -n1 | cut -d: -f1 | {
  read line
  start=$((line-20)); end=$((line+120))
  sed -n "${start},${end}p" "$FILE" | cat -n
}

echo
echo "== escalation.rs: creation / transition Epiphany -> WisdomMarker =="
rg -n "GhostEcho::Epiphany|fresh\\(GhostEcho::Epiphany\\)|promote_to_wisdom|marker: Option<WisdomMarker>" "$FILE" -S
# show around first creation site
line=$(rg -n "WisdomMarker::fresh\\(GhostEcho::Epiphany\\)" "$FILE" | head -n1 | cut -d: -f1 || true)
if [ -n "${line:-}" ]; then
  start=$((line-60)); end=$((line+120))
  sed -n "${start},${end}p" "$FILE" | cat -n
fi

echo
echo "== mul/escalation.rs: EpiphanyDetector / WisdomMarker pipeline =="
FILE2="crates/lance-graph-planner/src/mul/escalation.rs"
rg -n "EpiphanyDetector|WisdomMarker|WisdomMarker::|intensity|promote|calibrat|gap" "$FILE2" -S
line=$(rg -n "WisdomMarker" "$FILE2" | head -n1 | cut -d: -f1 || true)
if [ -n "${line:-}" ]; then
  start=$((line-60)); end=$((line+220))
  sed -n "${start},${end}p" "$FILE2" | cat -n
fi

echo
echo "== FreeEnergy.total -> demonstrated competence mapping =="
FILE3="crates/cognitive-shader-driver/src/driver.rs"
rg -n "free_energy\\.total|demonstrated_competence|1\\.0 - free_energy\\.total" "$FILE3" -S
line=$(rg -n "1\\.0 - free_energy\\.total" "$FILE3" | head -n1 | cut -d: -f1 || true)
if [ -n "${line:-}" ]; then
  start=$((line-60)); end=$((line+120))
  sed -n "${start},${end}p" "$FILE3" | cat -n
fi

echo
echo "== free_energy usage: search contract/planner for FreeEnergy.total conversions =="
rg -n "FreeEnergy|free_energy\\.total|likelihood|kl_divergence" crates/lance-graph-contract crates/lance-graph-planner crates/lance-graph crates/cognitive-shader-driver -S | head -n 80

Repository: AdaWorldAPI/lance-graph

Length of output: 16614

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

echo "== driver.rs: find demonstrated_competence = 1.0 - free_energy.total =="
FILE="crates/cognitive-shader-driver/src/driver.rs"
rg -n "demonstrated_competence.*free_energy\\.total|1\\.0\\s*-\\s*free_energy\\.total|free_energy\\.total.*demonstrated_competence" "$FILE" -S
# print around the first match with a fixed window (no computed sed args)
line=$(rg -n "demonstrated_competence.*free_energy\\.total|1\\.0\\s*-\\s*free_energy\\.total" "$FILE" | head -n1 | cut -d: -f1 || true)
if [ -n "${line:-}" ]; then
  start=240; end=360
  # (tight, but broad enough; if file structure differs, we’ll rerun with corrected constants)
  sed -n "${start},${end}p" "$FILE" | cat -n
fi

echo
echo "== Search for explicit 'confidence - competence' or 'gap closing' in wisdom context =="
rg -n "confidence\\s*[-−]\\s*competence|\\|confidence\\s*[-−]\\s*competence\\||gap\\s*closing|calibration\\s*gap|\\bwisdom\\b.*(gap|confidence|competence)" crates -S | head -n 120

Repository: AdaWorldAPI/lance-graph

Length of output: 7407

---

🏁 Script executed:

#!/bin/bash
set -euo pipefail

FILE="crates/lance-graph-planner/src/mul/escalation.rs"
wc -l "$FILE"

echo "== calibration_accuracy occurrences =="
rg -n "calibration_accuracy" "$FILE" -S

line=$(rg -n "calibration_accuracy" "$FILE" -S | head -n1 | cut -d: -f1 || true)
if [ -n "${line:-}" ]; then
  start=1
  end=$((line+120))
  sed -n "${start},${end}p" "$FILE" | cat -n
fi

echo
echo "== EpiphanyDetector definition/logic (first 240 lines) =="
sed -n '1,240p' "$FILE" | cat -n

echo
echo "== WisdomMarker usage/transition sites in this file =="
rg -n "WisdomMarker|promote_to_wisdom|GhostEcho::Wisdom|GhostEcho::Epiphany" "$FILE" -S

Repository: AdaWorldAPI/lance-graph

Length of output: 11851

---

Align DK/evidence triggers and “wisdom” metric claims with the implemented MUL + WisdomMarker logic.

• DK mechanical triggers are grounded, but they’re implemented as felt_competence vs demonstrated_competence thresholding (gap/demonstrated cutoffs) in crates/lance-graph-planner/src/mul/dk.rs and mirrored in crates/lance-graph/src/graph/arigraph/orchestrator.rs. The plan’s evidence-state triggers (NaN / “sparse” / “one projection holds”) are not what the DK detector uses.
• FreeEnergy::compose does not return a “confidence-like” value; it returns FreeEnergy { likelihood, kl_divergence, total } with total = (1 - likelihood) + kl_divergence in crates/lance-graph-contract/src/grammar/free_energy.rs. The “high F ⇒ low confidence” mapping is implemented elsewhere by deriving demonstrated_competence = (1.0 - free_energy.total) in crates/cognitive-shader-driver/src/driver.rs (so “confidence ceiling = free-energy itself” is inaccurate).
• WisdomMarker is implemented as a decaying persistent residue (FLOOR = 0.1, DECAY = 0.85, intensity_at(age) = max(FLOOR, intensity * DECAY^age)) and is minted on an Epiphany green-flip via the checklist in crates/lance-graph-contract/src/escalation.rs (via WisdomMarker::fresh(GhostEcho::Epiphany)). There is no explicit computation path for the plan’s formula “wisdom = |confidence − competence| → 0”.
• (Related) NARS expectation math is consistent with the plan’s c≈0 => expectation→0.5: expectation = c * (f - 0.5) + 0.5 in crates/lance-graph-planner/src/nars/truth.rs / SpoHead::expectation() in crates/lance-graph-planner/src/cache/nars_engine.rs.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.claude/plans/rung-mul-grounding-v1.md around lines 28 - 45, The DK triggers
and "wisdom" claims in the plan must be corrected to match the code: replace the
plan's evidence-state triggers with the actual felt_competence vs
demonstrated_competence thresholding used by the DK detector (see
crates/lance-graph-planner/src/mul/dk.rs and
crates/lance-graph/src/graph/arigraph/orchestrator.rs), update the FreeEnergy
description to state it returns FreeEnergy { likelihood, kl_divergence, total }
with total = (1 - likelihood) + kl_divergence
(crates/lance-graph-contract/src/grammar/free_energy.rs) and note that
demonstrated_competence is derived as (1.0 - free_energy.total) in
crates/cognitive-shader-driver/src/driver.rs, document WisdomMarker as a
decaying residue (FLOOR=0.1, DECAY=0.85, intensity_at(age)=max(FLOOR,
intensity*DECAY^age)) minted on an Epiphany via
WisdomMarker::fresh(GhostEcho::Epiphany)
(crates/lance-graph-contract/src/escalation.rs), and remove or reframe the
unsupported algebraic claim “wisdom = |confidence − competence| → 0” since there
is no explicit computation implementing that formula in the codebase.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | 🏗️ Heavy lift

33-dim canonical catalog cannot be represented by the 32-lane carrier as exposed.

The public contract defines 33 locked atoms (dim 0..32), but the only carrier API (I4x32, pack([i8;32])) can represent 32 lanes. This leaves one canonical atom without a defined encoding path and risks lossy/implicit mapping.

Please either: (a) add a canonical 33rd-lane mapping strategy in this module API now, or (b) gate this surface until mapping is finalized.

Also applies to: 135-175

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/lance-graph-contract/src/atoms.rs` around lines 39 - 44, The public
API exposes a 32-lane carrier (I4x32 with pack([i8;32])) while the contract
catalog lists 33 logical atoms (dim 0..32), leaving one atom unrepresentable;
either (A) add a canonical 33rd-lane mapping now or (B) gate the surface until
mapping is decided. To fix, choose one approach and implement it in this module:
(A) extend the carrier API with a canonical mapping function (e.g., add pack33
or change signature to accept [i8;33] and implement the folding/ spare-lane
policy inside I4x32/impl to deterministically map the 33rd atom), update any
catalogue code that enumerates dims 0..32 to use the new API, and document the
mapping; or (B) make the current pack([i8;32]) API non-public or behind a
feature/compile-time gate and return a clear error/result when a 33rd logical
atom is requested (update functions referring to dim 0..32 to validate and fail
fast). Reference I4x32, pack([i8;32]), and the catalogue dim iteration to locate
where to apply the change.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Public pack/unpack APIs currently panic at runtime.

I4x32::pack and I4x32::unpack are exported but unimplemented (todo!), so any caller will hard-panic in production paths. Since this module is publicly re-exported, this should be resolved before release.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/lance-graph-contract/src/atoms.rs` around lines 81 - 89, The public
I4x32::pack and I4x32::unpack are unimplemented and must be replaced with
working nibble (4-bit signed) packing/unpacking: implement I4x32::pack to
validate each input lane is in range -8..=7, convert each i8 to a 4-bit unsigned
nibble (mask with 0xF), combine pairs of nibbles into bytes (e.g., low nibble in
bits 0..3, high nibble in bits 4..7) and store into the internal byte array
backing I4x32 instead of todo!; implement I4x32::unpack to read each byte,
extract low and high 4-bit nibbles, sign-extend each nibble to i8 (if nibble &
0x8 != 0 then fill upper bits with 1s) and return the [i8; 32] array; ensure
both functions preserve the specified signed range and do not panic
(return/handle errors or use debug asserts as appropriate).

[coderabbitai]

⚠️ Potential issue | 🟠 Major | 🏗️ Heavy lift

Noise-floor and convergence logic still encode classical Berry-Esseen assumptions.

NOISE_FLOOR and its use in convergence/distortion checks should be switched to the weak-dependence method used by the repo (Jirak 2016), not a fixed classical Berry-Esseen framing.

Based on learnings: Never use classical IID Berry-Esseen for statistical significance when weak dependence is present; apply Jirak 2016 rate: n^(p/2-1) for p ∈ (2,3], n^(-1/2) in L^q for p ≥ 4.

Also applies to: 150-151, 557-560

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/lance-graph-contract/src/recipe_kernels.rs` around lines 20 - 21, The
current fixed NOISE_FLOOR constant encodes a classical Berry-Esseen IID
assumption; replace it with a parameterized threshold function (e.g.,
compute_noise_floor or noise_threshold) that implements the Jirak 2016
weak-dependence rates: return n^(p/2 - 1) for p in (2,3], and n^(-1/2) (or L^q
appropriate) for p >= 4, taking sample size n and moment parameter p as inputs;
update every place using the NOISE_FLOOR constant (references: NOISE_FLOOR
constant and all convergence/distortion checks that reference it) to call the
new function and pass the appropriate n and p, and update related docs/comments
to note the weak-dependence assumption and the Jirak 2016 rate selection.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Etd::apply currently performs no state change.

The sorted vector is discarded, so tactic #22 reports decomposition but leaves ctx unchanged.

Suggested fix

 fn apply(&self, ctx: &mut ThoughtCtx) -> Outcome {
     // Emergent decomposition: split at the largest gap (natural cluster boundary).
     let mut v = ctx.candidates.clone();
     v.sort_by(|a, b| a.partial_cmp(b).unwrap_or(std::cmp::Ordering::Equal));
+    if v.len() >= 2 {
+        let split = v
+            .windows(2)
+            .enumerate()
+            .max_by(|(_, a), (_, b)| {
+                (a[1] - a[0])
+                    .partial_cmp(&(b[1] - b[0]))
+                    .unwrap_or(std::cmp::Ordering::Equal)
+            })
+            .map(|(i, _)| i + 1)
+            .unwrap_or(1);
+        let (left, right) = v.split_at(split);
+        ctx.candidates = vec![mean(left), mean(right)];
+    } else {
+        ctx.candidates = v;
+    }
     Outcome::done("decomposed at the emergent cluster boundary", 0.0)
 }

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/lance-graph-contract/src/recipe_kernels.rs` around lines 422 - 427,
Etd::apply currently sorts a cloned vector v but never mutates ctx; change it to
detect the largest adjacent gap in the sorted v, split v into two partitions at
that index, and update ctx to reflect the decomposition (i.e., replace
ctx.candidates with the resulting partition(s) or add the second partition as a
new candidate/group according to how decomposition is represented); implement
finding the max gap by iterating v.windows(2), recording the index of the
largest difference, then use split_at to produce left and right partitions and
assign them back into ctx.candidates (or push the second partition into
whichever field holds additional candidate groups) before returning Outcome in
Etd::apply.

[coderabbitai]

⚠️ Potential issue | 🟠 Major | 🏗️ Heavy lift

Icr uses XOR as the state-transition operator without formal scaffold review.

This path computes world' with XOR directly; for state-transition paths, this violates the repository’s VSA binding rule unless [FORMAL-SCAFFOLD] review is explicitly completed.

As per coding guidelines: Never replace bundle with XOR or non-commutative binding for state-transition paths without reviewing [FORMAL-SCAFFOLD].

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/lance-graph-contract/src/recipe_kernels.rs` around lines 541 - 545,
The test computes world' using the XOR operator (the ^ uses in computing
world_cf and divergence with variables world, factual, counterfactual), which
violates the VSA binding rule for state-transition paths; either replace the
XOR-based binding with the repository-approved VSA binding call (e.g., the
project's Bundle::bind / approved binding_operator) when constructing world_cf
and computing divergence, or explicitly mark this change with the required
[FORMAL-SCAFFOLD] review annotation if XOR is intentionally used; update the
expressions that set world_cf and divergence to call the approved binding helper
(and adjust any downstream logic accordingly) instead of using ^.

[coderabbitai]

🛠️ Refactor suggestion | 🟠 Major | ⚡ Quick win

Move calcify into impl HotWitness as a method.

The coding guideline mandates organizing code in structs with methods rather than free functions operating on carriers' state. Since calcify transforms HotWitness state into SpoRecord, it should be a method on HotWitness.

♻️ Proposed refactor to move calcify into impl block

-pub fn calcify(_hot: &HotWitness) -> crate::graph::spo::builder::SpoRecord {
+impl HotWitness {
+    /// Harden this stabilised hot fact into the cold SPO ontology.
+    ///
+    /// Takes a `HotWitness` that has reached quorum (i.e. `truth_confidence` ≥
+    /// the commit threshold, `FreeEnergy < 0.2` per The Click) and produces the
+    /// **SPO quad** — the cold, persistent, permanently-believed record in the SPO
+    /// triple store.
+    ///
+    /// # Codec placement (E-LADDER-SERVES-MAILBOX §6 compression hierarchy)
+    ///
+    /// Calcification is one step *down* the codec atlas:
+    ///
+    /// ```text
+    /// hot AriGraph fact (full-fidelity)
+    ///   → cold SpoRecord (SPO-G quad, persistent, Lance)
+    /// ```
+    ///
+    /// The returned value should be inserted into an [`SpoStore`] (or the Lance-
+    /// backed production SPO dataset) by the caller.  This method does NOT write
+    /// to Lance directly — it produces the record; the caller controls persistence.
+    ///
+    /// # Counterfactual residue
+    ///
+    /// If `self.counterfactual_mantissa` is `Some`, the caller MUST also deposit
+    /// the CausalEdge64 −6 nibble into the episodic witness chain (§5 of the
+    /// epiphany) to preserve the road-not-taken.  This method does not do that
+    /// deposit — split concerns.
+    pub fn calcify(&self) -> crate::graph::spo::builder::SpoRecord {
-    // BLOCKED: SpoBuilder::build_edge constructor signature.
-    // BLOCKED: TruthValue constructor (truth.rs — confirm field names).
-    // BLOCKED: Fingerprint reconstruction from (subject_key, predicate_key,
-    //   object_key) u64 hashes — need to confirm whether SpoRecord stores
-    //   the full Fingerprint or just the hash key.
-    todo!("D-ATOM-5: calcify HotWitness → SpoRecord (SPO cold quad)")
+        // BLOCKED: SpoBuilder::build_edge constructor signature.
+        // BLOCKED: TruthValue constructor (truth.rs — confirm field names).
+        // BLOCKED: Fingerprint reconstruction from (subject_key, predicate_key,
+        //   object_key) u64 hashes — need to confirm whether SpoRecord stores
+        //   the full Fingerprint or just the hash key.
+        todo!("D-ATOM-5: calcify HotWitness → SpoRecord (SPO cold quad)")
+    }
+}

Then update call sites to use hot.calcify() instead of calcify(&hot).

As per coding guidelines: "Organize code in structs with methods, not free functions on carriers' state".

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/lance-graph/src/graph/witness_tombstone.rs` around lines 148 - 155,
The free function calcify should be moved into HotWitness as a method: change
pub fn calcify(_hot: &HotWitness) -> crate::graph::spo::builder::SpoRecord into
a method pub fn calcify(&self) -> crate::graph::spo::builder::SpoRecord inside
impl HotWitness, retain the todo/comments, remove the original free function,
and update all call sites to use hot.calcify() instead of calcify(&hot); keep
the return type (SpoRecord) and visibility so callers and SpoStore insertions
keep working.

[coderabbitai]

🛠️ Refactor suggestion | 🟠 Major | ⚡ Quick win

Use snafu for error types per workspace convention.

The error type uses manual Display and Error trait implementations, but the coding guideline requires reusing snafu error patterns. Snafu provides better ergonomics for error context chaining and will simplify future variants like Init and Lance that need to wrap source errors.

As per coding guidelines: "reuse snafu error patterns" for Rust files.

♻️ Refactor to use snafu

+use snafu::Snafu;
+
 /// Errors produced by `surreal_container`.
-#[derive(Debug)]
+#[derive(Debug, Snafu)]
 pub enum SurrealContainerError {
     /// A required dependency or API is not yet wired.
     ///
     /// Remove this variant once all `BLOCKED` items are resolved.
+    #[snafu(display("surreal_container blocked: {reason}"))]
     Blocked {
         /// Human-readable description of what is missing.
         reason: &'static str,
     },
 
     // BLOCKED(C): add `Init { source: surrealdb::Error }` once fork dep lands.
     // BLOCKED(A)/(B): add `Lance { source: lance::Error }` once Lance 6 is pinned.
 }
-
-impl std::fmt::Display for SurrealContainerError {
-    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        match self {
-            Self::Blocked { reason } => write!(f, "surreal_container blocked: {reason}"),
-        }
-    }
-}
-
-impl std::error::Error for SurrealContainerError {}

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change

	/// Errors produced by `surreal_container`.
	#[derive(Debug)]
	pub enum SurrealContainerError {
	/// A required dependency or API is not yet wired.
	///
	/// Remove this variant once all `BLOCKED` items are resolved.
	Blocked {
	/// Human-readable description of what is missing.
	reason: &'static str,
	},
	// BLOCKED(C): add `Init { source: surrealdb::Error }` once fork dep lands.
	// BLOCKED(A)/(B): add `Lance { source: lance::Error }` once Lance 6 is pinned.
	}
	impl std::fmt::Display for SurrealContainerError {
	fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
	match self {
	Self::Blocked { reason } => write!(f, "surreal_container blocked: {reason}"),
	}
	}
	}
	impl std::error::Error for SurrealContainerError {}
	use snafu::Snafu;
	/// Errors produced by `surreal_container`.
	#[derive(Debug, Snafu)]
	pub enum SurrealContainerError {
	/// A required dependency or API is not yet wired.
	///
	/// Remove this variant once all `BLOCKED` items are resolved.
	#[snafu(display("surreal_container blocked: {reason}"))]
	Blocked {
	/// Human-readable description of what is missing.
	reason: &'static str,
	},
	// BLOCKED(C): add `Init { source: surrealdb::Error }` once fork dep lands.
	// BLOCKED(A)/(B): add `Lance { source: lance::Error }` once Lance 6 is pinned.
	}

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@crates/surreal_container/src/lib.rs` around lines 150 - 173, Replace the
manual error enum and Display/Error impls with a snafu-based error type: derive
Debug and Snafu on SurrealContainerError, convert the Blocked variant to a snafu
variant with an explicit display message (e.g., via snafu's display attribute)
and keep the reason field, and remove the manual impls of std::fmt::Display and
std::error::Error; future variants like Init and Lance should be added with
snafu's `source` wrapper so they can carry underlying errors. Ensure the enum
still exposes SurrealContainerError and that any code constructing Blocked uses
the new variant constructor.