Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
24 changes: 24 additions & 0 deletions .claude/board/AGENT_LOG.md
Original file line number Diff line number Diff line change
@@ -1,3 +1,27 @@
## [Main thread / Opus, autoattended] 5-agent council reviewed the NAL syllogism capstone → SOUND kernel, integration roadmap spec'd

**Branch:** claude/jolly-cori-clnf9. Council R1–R5 (Opus, full-file reads, E-READ-NOT-GREP). **R1** NAL-correct (figures/rules/premise-orders byte-match canonical OpenNARS; omitted Comparison/Analogy intentional — need `<->` copula CE64 can't carry). **R2** firewall+layer SOUND; the 3 truth-fns verified byte-identical to BOTH ndarray::hpc::nars AND forward(). **R3** SOUND + applied doc fix (predicate is a *typed placeholder*; compose_p won't synthesize the induced/abduced relation). **R4** SOUND + applied doc fix (EW64 fold must be **slot-0-anchored**, not a blind left-fold that None-cascades; EdgeRef→CE64 must honor family via OGIT class + 1-based local). **R5** FIX-NEEDED *at integration only* — kernel sound, but zero callers; the capstone (3-path glue / rung elevation / cranelift↔elixir) is unwired.

**Applied:** R3+R4 doc tightenings + 1 redundant-link + fmt of test code (syllogism.rs now 14 tests / clippy / fmt / rustdoc all clean). **Spec'd** the roadmap → `.claude/specs/nal-syllogism-capstone-v1.md`. Highest-leverage next step (R5 #3): promote `notation()` → `const FIGURE_RULES` table + dual `jit_template()` / `elixir_clause()` emitters — the literal "NAL notation and Elixir complete each other" (one table, two backends, offline codegen). Next: PR + subscribe.

---

## [Main thread / Opus, autoattended] NAL syllogism FIGURE resolution hardwired on CausalEdge64 (the capstone)

**Branch:** claude/jolly-cori-clnf9. **Tests:** `causal-edge` syllogism 14 green (v2 default) / 13 (v1, the mantissa test gated); new file clippy- + fmt-clean (the 15 pre-existing `edge.rs` -D-warnings + fmt diffs are the documented v1/v2 mantissa minefield — untouched). User steered: "hardwire syllogism resolution like SPO 2³ … using causaledge64, wiring EW64"; "NAL notation = missing capstone glueing 3 reasoning methods + 10-rung ladder + JITson/cranelift vs elixir"; "34+ opennars vocabulary just needs wiring."

**Did:** new `causal-edge::syllogism` — `Figure{Chain,ChainRev,SharedSubject,SharedObject}` resolved by integer SPO-palette term-sharing (the Pearl-2³ analogue); `CausalEdge64::figure()`/`syllogize()` emit the conclusion edge (outer terms + canonical NARS truth + signed mantissa + AND mask). Grounded by full reads (E-READ-NOT-GREP): nars_engine, cognitive_codebook, ndarray::hpc::nars, atoms, cognitive_shader, episodic_edges, causal-edge edge/tables. **Reverted** the speculative 3rd-copy syllogisms in `contract::exploration::NarsTruth` (mislabeled ind⇄abd vs canonical). Next: PR + 5-agent council review; then (gated) EW64→CE64 wiring in the driver.

---

## [Main thread / Opus] 5-agent RESEARCH council — 8 semantics/embedding papers, firewall-filtered

User: "use research council 5 agents [on 8 PDFs]; grep/sed/tail/head fragments forbidden; test the reading tools first." **Test caught a blocker:** the Read tool's PDF path needs poppler (absent) — every agent would have failed. Fixed: extracted PDFs→full-text `.txt` via pymupdf (pip), recovered an 8th that was a saved MHTML web page; verified Read works on `.txt`. THEN dispatched A1–A5 (Opus, read-only, **READ full text, never grep/head/tail**). All 5 returned full-read verdicts.

**Result** (doc `research-council-semantics-papers-2026-06.md`, `E-RESEARCH-COUNCIL-PROPOSE-VALIDATE`): firewall cleanly filtered 8 LLM/float papers → 1 ADOPT-NOW (SemDiD→`head2head::WinnerCriterion::Repulsion`, cosine→Hamming), 3 integer validators (Legality / `⟨u,v⟩` / footprint), 1 shared novelty-gated-selection operator (head2head + EW64), 1 adversarial foundation-probe (Kozlowski: does hard-basin CAM-PQ discard entangled low-rank semantics?), 1 SKIP (segmentation = trap). The "PROPOSE/ADDRESS" doctrine was independently re-derived by 4/5 reviewers from 7 papers. Next: @jan picks the first build (SemDiD-adopt vs Kozlowski-probe vs Legality-validator).

---

## [Main thread / Opus, autoattended] 5-agent dev council → D-ATOM-4/RawEdge shipped (① Heel-compose REFUTED, ② RawEdge built, ③ deferred)

**Branch:** claude/jolly-cori-clnf9. **Cargo:** contract lib **550 green** (+5 counterfactual); default clippy clean. User: "use the 5 agent development council." Convened R1–R5 (Opus, read-only); consolidated + auto-resolved + built.
Expand Down
35 changes: 35 additions & 0 deletions .claude/board/EPIPHANIES.md
Original file line number Diff line number Diff line change
@@ -1,3 +1,38 @@
## 2026-06-01 — E-NARS-FIGURE-CAPSTONE — NAL syllogism resolution hardwired on CausalEdge64 like Pearl 2³: the figure = which SPO palette term two edges share → rule → conclusion edge

**Status:** SHIPPED (`causal-edge::syllogism`, branch claude/jolly-cori-clnf9; 14 tests v2 / 13 v1, the new file clippy- + fmt-clean). User: "the syllogism resolution needs to be hardwired similar to SPO 2^3 rung decomposition … using causaledge64 and wiring EW64" + "NAL syllogism notation is the missing capstone for glueing all 3 reasoning methods with the 10-rung ladder and the JITson cranelift templates vs elixir."

**The capstone:** `CausalEdge64::forward()` composes two edges POSITIONALLY with a *pre-set* inference type — it never asks WHICH TERM they share. NAL syllogism IS that question. `figure(other)` resolves it by integer SPO-palette equality — the hardwired analogue of the Pearl 2³ mask (O(1), branch-minimal, no float on the structural path):
- `o1==s2` → Chain → **Deduction** ⊢ s1→o2
- `s1==o2` → ChainRev → **Deduction** ⊢ s2→o1
- `s1==s2` → SharedSubject → **Induction** ⊢ o1→o2
- `o1==o2` → SharedObject → **Abduction** ⊢ s1→s2
- same statement (`s1==s2 ∧ o1==o2`) → None (that is Revision, not a syllogism).
`syllogize(other)` emits the conclusion `CausalEdge64` (outer terms + canonical NARS truth + signed v2 mantissa Ded +1 / Ind +2 / Abd −1 + AND-ed Pearl mask). Firewall: integer term-match PROPOSES the figure; the deterministic NARS truth-function ADDRESSES. Truth math is byte-identical to `ndarray::hpc::nars` (hardware) + `forward()` (protocol) — NOT a new truth type.

**The "don't reinvent" catch (E-READ-NOT-GREP in action):** user flagged "we have 34+ opennars vocabulary, it just needs to be wired." Reading-first found it all already present — vocabulary (`cognitive_codebook::{NarsInference 10, NarsCopula 12}` with the `{M-->P,S-->M}` notation in comments + `CognitiveAddress` + fingerprints), the tested engine (`planner::nars_engine::nars_infer`, 9 rules / 17 tests), the canonical truth (`ndarray::hpc::nars::NarsTruth` + 7 truth-fns), the atoms (`atoms.rs` Operation lane: abduct/deduce/induce/synthesize), the wire (`causal_edge::InferenceType` signed mantissa). The speculative deduction/induction/abduction I had started adding to `contract::exploration::NarsTruth` were a 3rd copy AND mislabeled (induction⇄abduction swapped vs the canonical engine) — **REVERTED.** The gap was never the truth math; it was the FIGURE decomposition. Next (gated): wire EW64 `EdgeRef`→`CausalEdge64`→`syllogize` across the ≤4 hot edges in cognitive-shader-driver; cranelift/elixir dual-compile of the figure table.

Cross-ref: `E-READ-NOT-GREP`, the firewall doctrine, CausalEdge64 v2 mantissa, `episodic_edges` (EW64), `atoms` Operation family, the Pearl 2³ mask.

---

## 2026-06-01 — E-RESEARCH-COUNCIL-PROPOSE-VALIDATE — 8 LLM/float semantics papers, council-firewall-filtered: the "PROPOSE (float, offline) / ADDRESS (integer, hot)" doctrine independently re-derived from 7 of 8; 1 ADOPT-NOW, 3 integer validators, 1 adversarial foundation-probe

**Status:** FINDING (5-agent research council, 2026-06-01; ALL papers READ IN FULL per `E-READ-NOT-GREP` — A1 read 1311 lines / A5 read 1517+1695, via Read not grep). Doc: `research-council-semantics-papers-2026-06.md`.

**The corroboration:** all 8 papers are LLM/float-based; the council extracted only the deterministic/integer/offline kernel from 7 and cleanly SKIP'd the 1 with no quarantine seam (segmentation = unconditional firewall trap, float-all-the-way-down). **The workspace's "similarity PROPOSES (float, offline, upstream) / CAM ADDRESSES (integer, hot, deterministic)" doctrine was independently re-derived by 4 of 5 reviewers from 7 different papers** — strong external evidence the core architecture is right.

**The slate (firewall-filtered):**
- **ADOPT-NOW (offline-buildable):** SemDiD (2506.23601) → a `head2head::WinnerCriterion::Repulsion` — repulsion-from-nearest-rival (VSA-overlap, cosine→Hamming) + ε-quality-floor + harmonic combiner; training-free, integer, self-contained in `contract::head2head`. *(A4)*
- **Shared operator (A4):** "retain a candidate iff its hypervector is far from incumbents under a quality floor" — mount on head2head (arbitration, SemDiD) AND EW64 admission (LaMAR's "novelty beats volume" — refines the just-merged `promote`/`coldest`).
- **3 integer VALIDATORS:** Legality Score (A1, prime-reduction purity, deepnsm-side, offline) · `⟨u,v⟩` cognitive-load (A2, CAM-PQ similarity self-explanation) · footprint `{→,←,∥,#}` (A5, aerial→DOLCE ordering validator).
- **ADVERSARIAL PROBE (highest-value foundation test):** Kozlowski (2508.10003) — non-orthogonality is *signal*; the hard 4096-basin + ρ=0.9973 CAM-PQ partition **may discard the entangled low-rank semantics**. Distinction (A3): role-disjointness (binding) is fine; *content* orthogonality is the challenge. Runnable test: antonym-direction interference vs CAM-PQ mis-addressing; pair with SAFARI's Weyl Semantic-Shift auditor over OGIT/DOLCE (tests #444 98.6%).
- **SKIP:** segmentation (2412.08671) — firewall trap.

**Process:** the council read full text (no grep/head/tail) per `E-READ-NOT-GREP`; the reading-path TEST caught a missing-poppler blocker before dispatch (extracted PDFs→.txt via pymupdf). Cross-ref: `E-READ-NOT-GREP`, the firewall doctrine, `head2head`, `episodic_edges`, DeepNSM.

---

## 2026-06-01 — E-READ-NOT-GREP — judgment-critical review agents must READ full files, not grep/sed/head/tail; fragments invalidate judgment

**Status:** IRON RULE (process; user-stated 2026-06-01). Across the EW64 council + the 3 prior relayed sessions, every wrong framing came from narrating off grep/head fragments rather than reading the type. The council's R3 even found a grep-induced mis-citation (`edge.rs:750 concern_level` reads `direction()`, not `PlasticityState`). **RULE:** when a review/council/grounding agent's VERDICT depends on a type's semantics, its brief MUST instruct it to READ the relevant files in full (the Read tool), NOT grep/sed/head/tail. A fragment seen out of context produces a confident-but-wrong judgment — **grep is for LOCATING, reading is for JUDGING.** Baked into the agent-brief template (`autoattended-multiagent-pattern.md` §Rule 7). Cross-ref: `E-BASIN-NOT-EDGE-PLASTICITY` (the conflation grep-fragments produced).
Expand Down
41 changes: 41 additions & 0 deletions .claude/knowledge/research-council-semantics-papers-2026-06.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,41 @@
# Research council — 8 semantics/embedding papers, firewall-filtered (2026-06-01)

**READ BY:** integration-lead, truth-architect; anyone mining external research into the substrate.
**Status:** SYNTHESIS (5-agent research council, all papers read IN FULL — no grep/head/tail, per `E-READ-NOT-GREP`). Each verdict is firewall-checked against the deterministic CAM-PQ substrate.
**Method:** 5 Opus reviewers (A1 NSM / A2 interpretable-embeddings / A3 embedding-structure / A4 sequence+decoding / A5 applications+firewall-critic) each read their assigned full-text papers and judged: mechanism, workspace relevance, firewall (does adoption pull LLM/float/language onto the hot path?), verdict.

## The slate (8 papers)

| # | paper (arXiv) | the extractable mechanism | verdict | firewall |
|---|---|---|---|---|
| 1 | 2505.11764 **Towards Universal Semantics / DeepNSM** (OSU) | **Legality Score** `α·(primes−molecules)/words` + lemma-containment circularity; prime-vs-**molecule** ontology | PROBE | gate **PASS** (integer, no LLM); the LLM machinery **CONFLICT** |
| 2 | 2410.03435 **Interpretable Text Embeddings (CQG-MBQA)** | **`cognitive load = ⟨u,v⟩`** (count of shared named axes) — self-explaining similarity; contrastive cluster-vs-hard-negative axis design (offline) | PROBE | metric **PASS** (integer hot-path); learned encoder **CONFLICT** |
| 3 | 2512.00852 **One Swallow / SAFARI** (NUS) | **Semantic-Shift basin-boundary detector** w/ Weyl-1912 bound `‖A_y‖₂·σ_max(A_x)` (no SVD, no labels) | PROBE | **PASS** (offline auditor; spectral-norm on ±1 fingerprints) |
| 4 | 2508.10003 **Semantic Structure in LLM Embeddings** (Kozlowski, U Chicago) | **cosine-proportional interference law**; meaning = continuous ~3-axis (Eval/Potency/Activity) low-rank manifold; **non-orthogonality is signal** | **PROBE (adversarial red-team)** | N-A as component; **CONFLICT as worldview** |
| 5 | 2510.18046 **LaMAR** (sequential recommenders) | **novelty-gated admission** — a near-duplicate signal *hurts*; diversity carries the gain | PROBE | abstracted (offline-frozen symbol + novelty gate) **PASS**; LLM gen **CONFLICT** |
| 6 | 2506.23601 **SemDiD** (semantic-guided diverse decoding) | **repulsion-from-nearest-rival + ε-quality-floor + harmonic (weakest-link) combiner**, k parallel arcs | **ADOPT-NOW** (cosine→Hamming) | **PASS** (training-free; swap float-cosine for VSA-overlap) |
| 7 | 2504.21074 **LLMs for Process Mining** | **footprint fitness** `(A×A)→{→,←,∥,#}`, quality = matching-cell fraction (frequency-free, integer) | PROBE (validator ADOPT-grade) | **SAFE iff quarantined** as proposer; TRAP if LLM-edges land as fact |
| 8 | 2412.08671 **Deep Semantic Segmentation** | neighbor-window (3×3) offset refinement | **SKIP** | **TRAP** — float/learned all the way down, no propose/validate seam |

## The three unifying threads

1. **The firewall is a *useful filter*, externally corroborated.** All 8 papers are LLM/float-based; the council extracted only the deterministic/integer/offline kernel from 7 and cleanly SKIP'd the 1 with no quarantine seam. **The "similarity PROPOSES (float, offline, upstream) / CAM ADDRESSES (integer, hot, deterministic)" doctrine was independently re-derived by 4 of 5 reviewers from 7 different papers** (A1 LLM-proposes-explication / Legality-validates; A2 LLM-authors-axes / ⟨u,v⟩-explains; A4 generate-arcs / repulsion-selects; A5 ARM-or-LLM-proposes-edges / footprint-validates). Strong outside evidence the core architecture is right.

2. **One shared operator across the memory + inference axes (A4):** *"retain a candidate iff its hypervector is far enough from the current incumbents, under a quality floor."* Mount once on **head2head** (arc arbitration — SemDiD) and once on **EW64** (episodic-edge admission — LaMAR's "novelty beats volume"). Integer VSA-overlap vs an incumbent set; no learned weights, no float, no language. The EW64 side refines the just-merged `promote`/`coldest` (#447/#448): admission should gate on **novelty**, not recency alone.

3. **Three deterministic integer VALIDATORS to adopt** (each turns a proposal into a check): **Legality** (A1, prime-reduction purity, DeepNSM-side), **⟨u,v⟩** (A2, similarity self-explanation, CAM-PQ-side), **footprint `{→,←,∥,#}`** (A5, ordering-relation validation, aerial→DOLCE boundary).

## The adversarial finding (highest-value to weigh)

**A3/Kozlowski (#4) is the strongest external challenge to the spine geometry.** Cross-model-replicated: semantic features are **meaningfully non-orthogonal** (whitening *reduces* human-rating fidelity ~20% — "non-orthogonality is a feature, not a bug"), and meaning collapses to a continuous ~3-axis low-rank manifold. A3's key distinction: **role disjointness** (SUBJECT vs PREDICATE binding slots) is standard, correct VSA — *not* challenged. But **content orthogonality** is: if the substrate treats concept-overlap as quantization noise, this says that overlap *is* the carrier of meaning, and the hard 4096-basin + ρ=0.9973 CAM-PQ partition **may be discarding the entangled low-rank structure that is the actual semantics.** A3's complement (#3 SAFARI) hands the *corroborating* tool: the Weyl Semantic-Shift auditor directly tests the #444 98.6%-locality (sharp `µ+3τ` spikes at class boundaries = clean partition; smeared = falsified).

## Prioritized build/probe slate (firewall-filtered)

- **ADOPT-NOW (offline-buildable):** **SemDiD → a head2head `WinnerCriterion::Repulsion`** — repulsion-from-nearest-rival (VSA-overlap) + ε-quality-floor + harmonic combiner. Self-contained in `contract::head2head`; integer; offline-testable. *(A4)*
- **ADOPT-grade VALIDATOR, offline:** **Legality Score** in `deepnsm` — prime/molecule counting + circularity; a float-free certifier of SPO prime-reduction. *(A1)*
- **PROBE (highest-value VALIDATION of the foundation):** the **Kozlowski antonym-direction interference test** — build antonym-difference directions in VSA space; does cross-direction cosine predict CAM-PQ mis-addressing? If yes, the basin model is lossy w.r.t. gradient semantics. Pair with the **SAFARI Weyl basin-coherence auditor** over the OGIT/DOLCE partition (tests #444). *(A3 — both)*
- **PROBE (refines shipped work):** **EW64 novelty-gated admission** — gate `promote` on dissimilarity-to-incumbents, not recency alone. Needs edge-fingerprint access (the co-addressed content), so it rides the gated SoA/hot-path seam, not pure-contract. *(A4/LaMAR)*
- **PROBE (interpretability):** **⟨u,v⟩ self-explanation** for CAM-PQ (list shared codebook IDs/primes behind a match) *(A2)*; **footprint validator** at the aerial→DOLCE landing *(A5)*.
- **SKIP:** segmentation (#8) — unconditional firewall trap.

*Cross-ref:* EPIPHANIES `E-RESEARCH-COUNCIL-PROPOSE-VALIDATE`; `E-READ-NOT-GREP` (the council read full text); the firewall doctrine (`E-ENGLISH-BIFURCATES`, markov_soa SoC); `head2head`, `episodic_edges`, DeepNSM. Papers staged at `/tmp/papers/*.txt`.
Loading
Loading