core/evals/cognition/dev/cases.jsonl
Shay 1e01f7794e feat(evals): Phase 0 — benchmark methodology lock-in and eval framework
Implement the eval infrastructure defined in ADR-0016 before building new
eval lanes. This establishes the discipline that governs the entire
capability roadmap.

- Generic eval framework (evals/framework.py): lane discovery, versioned
  scoring, result persistence
- Cognition lane retrofitted into new convention: 45 cases split into
  stratified dev (13) / public v1 (13) / holdout (19) sets with contract,
  runner, and recorded results
- Generalized `core eval <lane>` CLI: dynamic lane discovery, --list,
  --version, --split, --save, --json flags
- Holdout runner scaffold: plaintext fallback, encryption interface ready
- Baseline runner scaffold: pluggable frontier model interface
- Fix: CognitiveTurnPipeline.run() crashed on turn_log[-1] when the
  unknown-domain gate returned a stub without appending to turn_log
- ADR-0016, eval_methodology.md, PROGRESS.md, capability gates session log

Phase 0 exit audit found two methodology issues:
1. Pipeline turn_log crash (fixed here)
2. Versor drift in multi-turn sessions (pre-existing, under investigation)
2026-05-15 22:36:53 -07:00

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{"category": "cause", "expected_intent": "cause", "expected_surface_contains": ["correction"], "expected_terms": ["correction"], "id": "cause_correction_033", "prompt": "Why does correction help learning?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "cause", "expected_intent": "cause", "expected_surface_contains": ["creation"], "expected_terms": ["creation"], "id": "cause_creation_008", "prompt": "Why does creation matter?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "comparison", "expected_intent": "comparison", "expected_surface_contains": ["knowledge", "wisdom"], "expected_terms": ["knowledge", "wisdom"], "id": "comparison_knowledge_wisdom_029", "prompt": "Compare knowledge and wisdom", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "correction", "expected_intent": "correction", "expected_surface_contains": ["correction"], "expected_terms": [], "id": "correction_basic_014", "prompt": "No, that's wrong", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "definition", "expected_intent": "definition", "expected_surface_contains": ["distinction"], "expected_terms": ["distinction"], "id": "definition_distinction_025", "prompt": "What is distinction?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "definition", "expected_intent": "definition", "expected_surface_contains": ["evidence"], "expected_terms": ["evidence"], "id": "definition_evidence_021", "prompt": "What is evidence?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "definition", "expected_intent": "definition", "expected_surface_contains": ["identity"], "expected_terms": ["identity"], "id": "definition_identity_027", "prompt": "What is identity?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "definition", "expected_intent": "definition", "expected_surface_contains": ["inference"], "expected_terms": ["inference"], "id": "definition_inference_022", "prompt": "What is inference?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "definition", "expected_intent": "definition", "expected_surface_contains": ["judgment"], "expected_terms": ["judgment"], "id": "definition_judgment_044", "prompt": "What is judgment?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "procedure", "expected_intent": "procedure", "expected_surface_contains": [], "expected_terms": ["terms"], "id": "procedure_compare_011", "prompt": "How do I compare two terms?", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "recall", "expected_intent": "recall", "expected_surface_contains": ["knowledge"], "expected_terms": ["knowledge"], "id": "recall_knowledge_039", "prompt": "Remember knowledge", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "unknown", "expected_intent": "unknown", "expected_surface_contains": [], "expected_terms": ["evidence", "reason"], "id": "unknown_evidence_042", "prompt": "evidence reason", "requires_deterministic_trace": true, "requires_versor_closure": true}
{"category": "verification", "expected_intent": "verification", "expected_surface_contains": ["light"], "expected_terms": ["light"], "id": "verification_light_017", "prompt": "Is light real?", "requires_deterministic_trace": true, "requires_versor_closure": true}