core/evals
Shay c3d139a2ba docs(cli): self-explanatory demos — preambles + per-directory READMEs
Two-pronged self-documentation pass so reviewers / investors / the
future team can revisit any artifact cold and immediately understand
what it tests, what to expect, and what to do if the numbers shift.

Inline preambles (`core demo`):

  Before each demo's results table, print a structured preamble:
    - WHAT THIS DEMO TESTS          mechanism + corpus shape
    - WHAT TO EXPECT IF WORKING     concrete pass numbers
    - WHAT TO LOOK FOR              specific signals on regression
    - WHEN TO TWEAK                 falsifiability + corpus authoring rules

  Suppressed under --json so machine-readable output is uncluttered.
  Wired into:
    core demo phase5      (5-family stratified mechanism-isolation)
    core demo phase6      (3-condition head-to-head vs baseline)
    core demo all         (combined; both preambles + a "what this means"
                           summary after the combined table)

Per-directory READMEs:

  evals/forward_semantic_control/results/README.md
    - Inventory of every JSON report with headline metrics
    - Per-report interpretation guide ("when to look here")
    - Per-case schema reference
    - "When something looks wrong" troubleshooting tree
    - Cross-links to ADRs, runtime_contracts, findings docs

  evals/forward_semantic_control/public/v2_phase5/README.md
    - The five failure-mode families, geometric construction, and
      expected behaviour per mode
    - Case schemas (single-step + chained) with field semantics
    - How cases were geometrically mined (phase5_mine.py)
    - Authoring rules: add cases, never relax assertions

  evals/forward_semantic_control/public/v2_phase6_demo/README.md
    - The three conditions with case counts and what each proves
    - Why the baseline is in-system (not a transformer LLM) — table
    - Case schema with the `condition` field
    - Authoring rules: surface specific asymmetry, never relax predicate

  evals/forward_semantic_control/public/inner_loop_benign/README.md
    - Why this corpus exists (replaces adversarial-by-accident v1/dev)
    - The Cl(4,1) signature quirk (23/85 tokens with negative
      self-cga_inner) and the 0.25 self-score authoring filter
    - Expected exhaustion_rate per condition
    - How to verify a new case before committing (one-liner snippet)

New contract tests (tests/test_cli_demo.py::TestDemoPreambles + ::TestResultsReadme):
  - Phase 6 preamble explains C1/C2/C3 and the in-system baseline rationale
  - Phase 5 preamble explains all five families AND that δ is falsifiable
  - Preamble suppressed under --json (parseable JSON from byte 0)
  - `demo all` runs both preambles + a "what this means" summary
  - results/README.md mentions every phase report file
  - All three corpus READMEs exist

Tests: 1107 passed, 2 skipped (+8 from preceding baseline).

No mechanism changes — all additions are documentation surface.
2026-05-17 16:39:50 -07:00
..
adversarial_identity
articulation_of_status feat(epistemic): realizer-side closure — refusal_calibration + articulation_of_status graduate 2026-05-17 10:12:59 -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
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
identity_divergence
inference_closure feat(algebra): null-preserving versor_apply path + un-skip 2 invariant tests 2026-05-16 21:40:37 -07:00
introspection
koine_greek_fluency
long_context_cost
monotonic_learning
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
refusal_calibration feat(epistemic): realizer-side closure — refusal_calibration + articulation_of_status graduate 2026-05-17 10:12:59 -07:00
reports feat(adr-0023): Forward Semantic Control proof evidence — Accepted 2026-05-17 12:55:19 -07:00
sample_efficiency
symbolic_logic
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
__init__.py
baseline_runner.py
CLAIMS.md feat(bench): bench cost — $/1000 turns + latency, with disclosed assumptions 2026-05-17 10:53:08 -07:00
cognition_cases.jsonl
framework.py
holdout_runner.py
metrics.py
parallel.py
run_cognition_eval.py