core/docs/claims_ledger.md
Shay f56a0cfdba
Merge pull request #546 from AssetOverflow/docs/reconcile-current-state-2026-06-03
docs: reconcile current-state claims after GSM8K + sensorium progress
2026-06-04 07:14:39 -07:00

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Claims Ledger — Single Source of Truth

Purpose. Every public or material claim CORE makes — in README.md, CLAIMS.md, ADRs, eval summaries, and any outward-facing brief or site copy — maps here to its exact in-repo evidence and its honest framing. When a number or status appears in any external material, it must reconcile against this file. If a claim cannot be substantiated from the repo, it is softened or cut, not defended.

Discipline: Honesty is the product. CORE refuses rather than guesses; that discipline applies to how we describe ourselves, not only to what the engine outputs. Overclaiming to hit a deadline is failure, not success.

  • Base commit: 3a72d69 (origin/main before this reconciliation branch).
  • Verification date: 2026-06-03 / 2026-06-04 UTC merge window.
  • Reproduce the machine-derived rows:
    uv run core capability ledger                  # Tier-1 status (audit-passed ×3; NO expert)
    uv run python scripts/verify_lane_shas.py      # Tier-2 pinned lane SHAs
    uv run python scripts/generate_claims.py --check   # CLAIMS.md is current, when regenerated from this ledger
    uv run python -m pytest tests/test_vision_eval_gates.py -q
    uv run python -m pytest tests/test_audio_compiler.py tests/test_audio_crdt_merge.py tests/test_audio_sensorium_mount.py -q
    uv run python -m pytest tests/test_observation_frame_contract.py tests/test_sensorimotor_contract.py -q
    

1. The Four GSM8K Numbers — never conflate these

CORE has four distinct GSM8K-related measurements. They measure different things on different data, and only one is the real external benchmark. Any material that blurs them is a credibility risk.

Tag What it is Result Real GSM8K? Gates expert? Evidence
A Sealed real GSM8K test (1,319 cases, HuggingFace openai/gsm8k test split) 0 correct / 0 wrong / 1,319 refused Yes No ADR-0119.7; ciphertext evals/gsm8k_math/holdouts/v1/cases.jsonl.age
B CORE-authored synthetic "public" split (150 cases, rule-based, written to exercise the grammar) 150 correct / 0 wrong / 0 refused (rate 1.0) No No evals/gsm8k_math/baselines/comparison_v1.json, frontier.json
C Real train_sample (50-case dev sample of real GSM8K) 7 correct / 43 refused / 0 wrong Yes (sample) No evals/gsm8k_math/train_sample/v1/report.json
D Expert-promotion composite gate (CORE-authored lanes B1/B2/B3) 185/185 + 14/14 + 40/40 + 50/50, wrong=0 No Yes (but reverted — §2) ADR-0131.4; core/capability/composite_math_gate.py

Per-number honest framing:

  • (A) The honest external number. 0/0/1319 — CORE's grammar covers zero real GSM8K test problems today. This is the truthful gap. The load-bearing property is wrong == 0 against the external corpus: CORE refuses what it cannot grammar-handle; it does not confabulate. The seal is one-way (encrypted to an off-repo key); the number is a recorded measurement, not CI-reproducible without the holdout key. Never present A as an accuracy achievement — present it as zero-confabulation discipline plus an honest coverage gap.

    ⚠ 2026-06-04 — wrong=0 breach found and remediated. The first re-run of this sealed lane since the original record measured 0 / 5 / 1314 — the product_bridge serving promotion (ADR-0195) had been silently committing 5 wrong on held-out, invisible because the working metric was the 50-case train sample it was tuned to. Bisection isolated it; both serving promotion bridges (product_bridge, goal_residual/ADR-0207 §5 step 2) were disabled (generate/math_candidate_graph.py), restoring 0/0/1319. The bridges must not be re-enabled without a gate proven wrong=0 on this sealed set, not the train sample. Lesson: the train_sample number had zero predictive validity for the exam; never treat it as the score again.

  • (B) A frontier comparison, not a benchmark result. 150/150 is on a split CORE wrote, designed to exercise its own grammar without data contamination. frontier.json itself flags the "apples-vs-oranges" caveat: frontier LLMs (Claude 3.5 Sonnet 96.4%, GPT-4 92.0%, Gemini 1.5 Pro 90.8%) are scored on real GSM8K. Never cite B as "CORE scores 100% on GSM8K." The qualitative differentiator is wrong=0, not the rate.

  • (C) The dev-sample reality. 7/43/0 on 50 real cases — the lane's exit_criterion (correct_min: 10) is NOT met. The latest lift is the ADR-0207 §5 R4 goal-residual production (generate/derivation/goal_residual.py), which moves train-sample case 0037 while preserving wrong=0. A stricter candidate-graph coverage probe is a separate diagnostic lane and must not be conflated with the serving train-sample report.

  • (D) CORE-authored, and currently NOT conferring expert. All four B-lanes are written and scored by CORE; none is external GSM8K. ADR-0131.4 replaced the original real-GSM8K gate (correct_rate ≥ 0.60) with this composite; ADR-0131.5 retired the GSM8K probe from per-iteration gating. Expert status therefore rests on CORE-authored evals, not external GSM8K — and must always be stated that way. It is also currently reverted (§2).


2. Capability ledger status — and the expert fail-closed revert

No domain is at expert. The live ledger (core capability ledger) reports:

Domain Status Note
mathematics_logic audit-passed expert promotion fail-closed-reverted — see below
physics audit-passed no expert composer wired
systems_software audit-passed no expert composer wired
hebrew_greek_textual_reasoning reasoning-capable
philosophy_theology reasoning-capable

What audit-passed means (and does NOT). Per ADR-0113, audit-passed verifies CORE claim-shape compliance — signed digest, replay determinism, typed refusal, exact recall, grounding provenance. These are shapes a transformer LLM cannot structurally produce regardless of raw accuracy. It is explicitly NOT a raw-capability claim. A frontier LLM might score higher on the same benchmark and still fail this contract.

The expert revert (the honesty story). On 2026-05-23 mathematics_logic was signed and promoted to expert (the first-ever flip). It auto-reverted to audit-passed when its evidence bundle later drifted. The live composer refuses:

reviewer claim_digest mismatch — registry has '4c46f530…', evidence-derived digest is '02f6d3c8…'; the evidence bundle has changed since the signature was added.

Root cause (proven 2026-06-02, Week-1a): genuine single-source evidence-drift, not a determinism defect. The digest is byte-stable across processes and PYTHONHASHSEED; all digest/obligation modules are unchanged since signing; the signature was valid at its commit; the only moved input is the GSM8K coverage probe (train_sample_coverage_report.json, 3/47 → 4/46 via PRs #310/#488), and restoring those bytes in-place reproduces 4c46f530 exactly. This is the ADR-0120 fail-closed property working as designed — CORE revoked its own expert claim when its evidence moved. Full record: ADR-0200.

Known safe-direction wrinkle (documented, not yet fixed): a non-gating GSM8K disclosure value is committed into the gating digest, so improving coverage invalidates the signature. It fails toward audit-passed, never toward a false expert — so it is not a wrong=0 hazard. Digest-scoping refinement is deferred to a future ADR (ADR-0200 §Consequences).


3. Verified invariants (safe to assert)

Claim Evidence Reproduce
Versor closure ‖F·reverse(F) 1‖_F < 1e-6 at all times algebra/, tests/test_versor_closure.py uv run pytest tests/test_versor_closure.py
Byte-identical replay / determinism (same inputs → same trace hash) core/cognition/trace.py; lane reports byte-equal across runs digest determinism proven Week-1a (stable across processes/seeds)
Refuse-rather-than-guess / wrong = 0 typed refusal across all four GSM8K numbers; verify.py gate A/B/C/D all wrong=0
Exact CGA recall (no ANN / HNSW / cosine) vault/store.py; docs/Yellowpaper.md recall section uv run core test --suite algebra
Safety pack: add-but-never-remove, fail-closed on load packs/safety/core_safety_axes_v1.json; ADR-0029 uv run core test --suite smoke
Sensorium compiler law: compiled afferent units are content-addressed, replayable, and merge by deterministic key sensorium/compiler/*; audio/vision/sensorimotor tests see §4 reproduce commands
On-device, non-LLM, no sampling/gradient/tokenizer in the CORE runtime path architecture; README.md "Third Door"

4. Multimodal status — distinguish capability from substrate

The patent application's "multimodal" title is broader than what is demonstrated as end-user capability in-repo. External materials must not imply working open-domain vision, audio understanding, robotics, or autonomous action. The current truth is: text is capability; audio/vision/sensorimotor are deterministic afferent substrates with gates and synthetic evals; motor/efferent output is fail-closed governance scaffolding only.

Surface Status Evidence Honest claim boundary
Text (English, Hebrew, Koine Greek) Active capability sensorium/adapters/text.py; language packs Working textual modality.
Audio (audio_core_v1) Substrate landed, gate CLOSED by default sensorium/audio/*, sensorium/adapters/audio.py, packs/audio/audio_core_v1/, tests/test_audio_* Deterministic compiler substrate; no broad audio-understanding capability claim.
Vision (vision_core_v1) Substrate landed, gate CLOSED by default sensorium/vision/*, sensorium/adapters/vision.py, packs/vision/vision_core_v1/, evals/vision_sensorium/, tests/test_vision_eval_gates.py Tile-first deterministic visual compiler over synthetic fixtures; no open-domain vision claim.
Environmental loop (ADR-0208) Afferent observation-frame contract landed sensorium/environment/frame.py, sensorium/environment/harness.py, tests/test_observation_frame_* Bundles already-compiled afferent units; not late fusion, not a mutable world model.
Sensorimotor feedback (ADR-0209) Afferent substrate landed sensorium/sensorimotor/*, sensorium/adapters/sensorimotor.py, tests/test_sensorimotor_* Proprioception/contact/action-result evidence only; no decoder, actuator driver, trajectory executor, or skill invocation.
Motor / efferent output (ADR-0198) Partially implemented governance spike; action emission still refused unless verdict-governed ModalityRegistry.decode*, AuthorityToken, DefaultEfferentGate, EfferentRefusal Registry path exists, but no motor decoder or real actuation capability is claimed.

Honest line: text is a working modality; audio/vision/sensorimotor are replayable afferent compiler substrates with gates and eval fixtures; motor is a fail-closed efferent governance surface, not an actuator.


5. Attestation — single-signer (a known boundary)

The reviewer registry has exactly one signer: shay-j, domains: ["*"], role: primary (docs/reviewers.yaml; reviewer_count: 1). Every audit_passed_claims and the (now-quarantined) math_expert_claims entry is signed by the same identity. This is a real single-point-of-capture a partner may probe. The migration toward a multi-reviewer / threshold-signing registry is scoped as a future design deliverable — no fake signers.


6. Claims we explicitly do NOT make

  • "A domain is at expert." → No domain is; mathematics_logic is audit-passed (expert reverted).
  • "CORE is externally validated on GSM8K." → The expert gate rests on CORE-authored lanes; the real external number is A = 0/0/1319.
  • "CORE scores ~100% on GSM8K." → That is B, a CORE-authored synthetic split.
  • "CORE has broad working multimodal perception." → Audio, vision, and sensorimotor are afferent substrates/eval lanes, not demonstrated open-domain capability.
  • "CORE can perform motor actions / robotics / vehicle control." → Efferent output is fail-closed governance scaffolding only; no motor decoder/actuator path is ratified.
  • "audit-passed means expert-level capability." → It is claim-shape compliance, not raw capability (ADR-0113).

7. Reconciliation log

These reconcile stale artifacts to the truth above. History-describing artifacts keep their content with dated context. Current-machine-state artifacts reconcile to the truth.

Artifact Type Action
docs/claims_ledger.md current state reconciled to 7/43/0, afferent sensorium substrate landed, and fail-closed efferent governance scaffold
CLAUDE.md GSM8K substrate header current operator instruction reconcile serving metric to 7/43/0; keep wrong=0 governor
evals/gsm8k_math/train_sample/v1/README.md current eval summary reconcile current report and note R4 goal-residual lift
docs/decisions/ADR-0207-gsm8k-substrate-ratification.md ratified decision with evolving execution status keep ratification baseline; add current-state note after R4 lift
docs/reviewers.yaml math_expert_claims history (receipt) keep entry; add quarantine note separately; do not re-sign
docs/decisions/ADR-0120-math-expert-ledger-flip.md history header note: valid-at 2026-05-23, auto-reverted, current = audit-passed
evals/math_expert_claims/v1/expert_claims_math_v1_signed.json current state future regeneration should preserve promote_admitted: false until a ratified expert path exists