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4 commits

Author SHA1 Message Date
Shay
21b10028b5 fix(evals): introspect run_lane signature before passing workers kwarg
PR #46 added the `workers` kwarg to framework dispatch (evals/framework.py:176)
but only the cognition runner was updated to accept it. The three serial
lanes (cold_start_grounding, deterministic_fluency, warmed_session_consistency)
— and ~30 other runners — raised TypeError on every framework invocation,
producing 18 test failures across the full suite.

Fix at the dispatch site rather than per-runner: inspect the target
run_lane signature and pass `workers=` only when it accepts the kwarg
(or has **kwargs). This keeps the framework contract backward-compatible
with the legacy two-arg shape and forward-compatible with future
parallelized runners — no runner needs updating.

Full lane: 2859 passed, 3 skipped, 0 failed (was 2841/18 failed).
Cognition eval byte-identical: 100/100/91.7/100.
2026-05-20 05:59:51 -07:00
Shay
0eaba474ed
parallel eval runner (#46) 2026-05-19 23:51:59 -07:00
Shay
6b25069da8 feat(adr-0054): vault recall indexing/batching + holdout split wired
Two doctrine-aligned CLAUDE.md items closed together.

Part 1 — vault indexing + batching (item #4):
- VaultStore lazy _matrix_cache (invalidated on store / reproject /
  eviction); vault_recall(prebuilt_matrix=...) skips deque→ndarray
  rebuild on hot path
- New vault_recall_batch + VaultStore.recall_batch — B queries
  scored in one component-serial sweep, bit-identical to per-query
  vault_recall (3 seeds × 7 queries × N=137 parity test)
- No approximation, no hot-path repair, scoring arithmetic
  unchanged

Part 2 — holdout split wired:
- LaneInfo.holdout_cases_path resolves plaintext holdouts in fixed
  priority; sealed (.age) holdouts stay in holdout_runner
- framework.run_lane(split="holdout") + argparse --split choices
- First official cognition holdout numbers: 19 cases, intent 100%,
  surface 94.7%, term_capture 70.8%, versor 100% — single miss is
  predicted correction_truth_040 (ADR-0053 scope-limit)

Tests: 21 new vault tests + 10 new framework tests. Lanes: smoke
67, cognition 121, runtime 19, teaching 17, packs 6, algebra 132 —
all green. versor_condition < 1e-6 invariant preserved.
2026-05-18 07:58:57 -07:00
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