Skill Improvement Loop
Convert repeated skill failures into candidate improvements. All improvements start candidate_only. No autonomous activation. Regression and human approval required.
No live behavior changes silently. Repeated failures do not auto-activate. Failed activation triggers rollback. Security review required for privacy and security patterns.
Improvement Configuration
Record a failure pattern to create a candidate skill improvement.
All candidates start as candidate_only — no live changes.