Marius CiepluchandClaude Fable 5.1 b3b47ad757 feat(corpus-seeded-mechanisms): the mechanisms lever runs from ousast improve ...

Review rounds 3-5 remediations (Req 5, 7).

- ousast improve resolves candidates from the target's calibration dir,
  then the working directory's (where `mechanisms export` writes), and
  admits into <target>/.openultrasast/calibration/mechanisms.jsonl,
  where a scan of that target reads; --mechanism-candidates,
  --mechanism-store, --no-mechanisms; --dry-run redirects the store to
  scratch; accepted rounds print admit/retract <id>.
- run_improvement threads the store paths; RoundOutcome carries the
  mechanism edits; reverted mechanism keys are blocked outright; a
  no-gain admission is rejected as mechanism_no_gain; a retraction may
  name an admitted record that left the candidate set.
- leave-one-out forwards variant-search degradations and pins the
  containment and label rules; mechanisms export defaults to the
  candidates file so it never re-admits a tombstone.
- design §Lever rewritten to the implemented gate; README and docs show
  export -> improve -> scan.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG

2026-09-05 15:35:08 +02:00

..

examples.md

feat(corpus-seeded-mechanisms): the mechanisms lever runs from ousast improve

2026-09-05 15:35:08 +02:00

threat-model.md

feat(hardening): Phase 15 — redaction, retry/backoff, budgets, threat-model docs

2026-06-22 20:02:34 +02:00