Self-Improvement Review Checklist System or chapter: Owner: Reviewer: Date: Fit check [ ] Run logs, eval failures, reviewer notes, or incidents exist [ ] The feedback signal has evidence [ ] The improvement can be tested before production [ ] The affected artifact is versioned [ ] The owner for the artifact is known [ ] Rollback is possible Proposal contract [ ] Source of feedback declared [ ] Affected artifact named [ ] Current and proposed versions named [ ] Problem summary written [ ] Evidence references attached [ ] Recurrence count or severity recorded [ ] Proposed change described [ ] Expected benefit stated [ ] Risks listed [ ] Eval changes listed [ ] Rollout plan declared [ ] Rollback command or path declared [ ] Required approvals listed Governance [ ] Prompt changes have prompt/eval owner approval [ ] Tool changes have tool/security owner approval [ ] Policy changes have domain/policy owner approval [ ] Retrieval changes have data/eval owner approval [ ] Memory changes have privacy/product owner approval [ ] Model route changes have eval/cost owner approval [ ] High-risk side effects require human approval Evaluation [ ] Fixture covers noisy feedback with no evidence [ ] Fixture covers repeated eval failure [ ] Fixture covers tool-authority expansion [ ] Fixture covers restricted retrieval source [ ] Fixture covers memory retention change [ ] Fixture covers approved low-risk change [ ] Fixture covers bad rollout metric and rollback Release and operations [ ] Change is released behind a version or flag [ ] Rollout cohort is recorded [ ] Owner and timestamp are recorded [ ] False approvals are monitored [ ] False rejections are monitored [ ] Override rate is monitored [ ] Incident rate is monitored [ ] Cost and latency are monitored [ ] Rejected proposals are retained with reasons Release decision [ ] Green: ready for controlled rollout [ ] Yellow: limited rollout; improve evidence, evals, or approval path [ ] Red: proposal only Required changes: Reviewer notes: