A production request path returns inconsistent decisions during retries and concurrent updates. The affected area is background job.
Repair the background job cache lifecycle implementation so it separates purge, refresh, and escalation actions by staleness and risk.
Evidence
- Affected surface: FastAPI / background job.
- Observed failure family: plan cache invalidation.
- Scope policy: cohort must equal stable.