Failure Recovery

Recovery guidance should help maintainers restore the right behavior, not just any working state.

Operating Rules

• recover by restoring a reviewable decision path, not just the previous score
• separate evidence-quality failures from evaluator bugs and policy drift
• treat unexplained outcome changes as incidents until understood

First Proof Check

• src/bijux_proteomics_intelligence/candidates/, judgment/, and posture/
• src/bijux_proteomics_intelligence/reviews/, interpretation/, and learning/
• packages/bijux-proteomics-intelligence/tests