Failure Recovery

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

Operating Rules

• recover by restoring a valid plan or outcome state before adding local exceptions
• separate repository failures from upstream recommendation ambiguity
• treat bad promotions as incidents because they alter durable lab history

First Proof Check

• src/bijux_proteomics_lab/planning/assays.py, planning/scheduling.py, and outcomes/observations.py
• src/bijux_proteomics_lab/reconciliation/follow_up.py and serialization.py
• packages/bijux-proteomics-lab/tests