core/evals
Shay 6f4b2b7b2c feat(adr-0057): anti-regression demo — three-gate defense against learning harm
`core demo anti-regression` (+ `--json`) is a self-contained walkthrough of
the three independent gates that every reviewed-corpus extension must pass.
Designed for showcasing CORE's epistemic discipline to reviewers / industry
observers — no LLM provider has a published equivalent.

Scenes:
- S1. Eligibility predicate refuses an undetermined-polarity candidate
  before any replay is invoked.  ProposalError raised; no log row.
- S2. Replay-equivalence gate auto-rejects a regressing candidate with
  the named regressed metrics in the operator note.  Uses the documented
  `run_replay=` kwarg of `propose_from_candidate` to inject a controlled
  regression of the same `ReplayEvidence` shape the real gate produces.
- S3. Real `teaching.replay.run_replay_equivalence` runs the cognition
  public lane.  A replay-equivalent candidate reaches 'pending' — operator
  `--accept` is still required to write.

Each scene asserts the active corpus is byte-identical pre/post.

- evals/anti_regression/run_demo.py — `run_demo(emit_json=False)` returns
  a structured `DemoReport`; verbose human output by default, JSON on flag.
- core/cli.py — `core demo anti-regression` target wired alongside
  audit-tour / pack-measurements / long-context-comparison.
- tests/test_anti_regression_demo.py — 5 tests pin each scene's
  load-bearing claim + the corpus-byte-identical invariant.

Lane state: anti-regression-demo 5 new — green.  Demo runs in ~10s end-to-end.
2026-05-18 10:52:23 -07:00
..
adversarial_identity docs(identity): empirical finding — fix #3 needs upstream ingest-gate work 2026-05-16 14:23:20 -07:00
anti_regression feat(adr-0057): anti-regression demo — three-gate defense against learning harm 2026-05-18 10:52:23 -07:00
articulation_of_status feat(epistemic): realizer-side closure — refusal_calibration + articulation_of_status graduate 2026-05-17 10:12:59 -07:00
audit_tour feat(adr-0042): audit-tour demo — pack-layer story in four scenes 2026-05-17 22:06:45 -07:00
calibration fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
classical_literature_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
cognition feat(adr-0053): cognition lane closure — corpus expansion + CORRECTION acknowledgement 2026-05-18 07:43:39 -07:00
compositionality feat(compositionality): compose_relations operator lifts lane 68.8% → 100% 2026-05-16 22:44:06 -07:00
contradiction_detection feat(epistemic): contradiction coherence checker — CONTESTED transitions wired, last Tier 4.5 row closes 2026-05-17 10:36:48 -07:00
cross_domain_transfer feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
discourse_paragraph feat(compositionality): compose_relations operator lifts lane 68.8% → 100% 2026-05-16 22:44:06 -07:00
elementary_mathematics_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
english_fluency_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
forward_semantic_control docs(cli): self-explanatory demos — preambles + per-directory READMEs 2026-05-17 16:39:50 -07:00
foundational_biology_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
foundational_physics_ood fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
grammatical_coverage fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
hebrew_fluency feat(phase5): land 5.2–5.7 — six new fluency lanes, parallel sweep 2026-05-16 20:59:31 -07:00
identity_divergence feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
industry_demos fix(adr-0046): make forward-graph-constraint branch mergeable 2026-05-18 05:57:46 -07:00
inference_closure feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
introspection feat(phase3): core/cognition/explain.py — close Gap 3 introspection 2026-05-16 15:09:48 -07:00
koine_greek_fluency feat(phase5): land 5.2–5.7 — six new fluency lanes, parallel sweep 2026-05-16 20:59:31 -07:00
long_context_cost feat(adr-0044, adr-0045): domain ethics pack + long-context comparison 2026-05-17 22:31:47 -07:00
monotonic_learning feat(evals): v3 lanes — monotonic-learning passes, adversarial-identity reveals gap 2026-05-16 13:42:47 -07:00
multi_agent_composition fix(gaps): close G1+G2+G3 + identity vocab + pipeline safety-stub honour 2026-05-16 21:21:06 -07:00
multi_step_reasoning feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
provenance feat(evals): parallel runner + adversarial-identity v2 2026-05-16 13:10:26 -07:00
refusal_calibration feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
reports feat(adr-0023): Forward Semantic Control proof evidence — Accepted 2026-05-17 12:55:19 -07:00
results feat(adr-0043): Phase-2 pack measurements — claims → numbers 2026-05-17 22:19:24 -07:00
sample_efficiency feat(phase4): sample-efficiency v1 — first quantitative-curve lane 2026-05-16 15:39:28 -07:00
symbolic_logic feat(evals): v2 lanes for calibration and symbolic-logic 2026-05-16 13:17:41 -07:00
teaching_injection_resistance feat(epistemic): truth-seeking schema audit — 3 leaks closed, 4 new lanes, 3 new invariants 2026-05-17 07:27:41 -07:00
zero_code_domain_acquisition feat began creation of zero code domain acquisition. did not complete yet. 2026-05-16 06:31:01 -07:00
__init__.py Add cognitive eval harness and calibration replay (#30) 2026-05-15 07:41:36 -07:00
baseline_runner.py feat(evals): frontier structural-zero baselines for Phase 2 v1 lanes 2026-05-16 12:45:28 -07:00
CLAIMS.md feat(bench): bench cost — $/1000 turns + latency, with disclosed assumptions 2026-05-17 10:53:08 -07:00
cognition_cases.jsonl feat: vault recall index, Rust versor parity, cognitive pack expansion 2026-05-15 15:34:39 -07:00
framework.py feat(adr-0054): vault recall indexing/batching + holdout split wired 2026-05-18 07:58:57 -07:00
holdout_runner.py feat(evals): Phase 0 — benchmark methodology lock-in and eval framework 2026-05-15 22:36:53 -07:00
metrics.py Add cognitive eval harness and calibration replay (#30) 2026-05-15 07:41:36 -07:00
parallel.py feat(evals): parallel runner + adversarial-identity v2 2026-05-16 13:10:26 -07:00
run_cognition_eval.py Add cognitive eval harness and calibration replay (#30) 2026-05-15 07:41:36 -07:00