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Turnkey

Artifacts and audit

Turnkey emits four complementary artifact layers:

  • run.json says what was resolved and intended;
  • cases.jsonl says what happened per example;
  • events.jsonl says how runtime stages progressed;
  • metrics.json says how case outcomes were aggregated.

No single layer is sufficient. A metric without cases is hard to recompute; a case without run identity is hard to reproduce; a run description without events cannot explain an interrupted transition.

Audit recomputes and cross-checks these relationships. Its role is not only schema validation. It detects contradictions such as aggregate counts that do not match cases or referenced identities that do not match resolved input.