What problem does it solve?
Runs after human sign-off on a chunk. Logs human corrections, missed cases, and implementation holes for pattern tracking. Does not fix anything — the goal is to accumulate insight over time. When the same class of mistake occurs 3 or more times, surfaces a concrete suggestion to update AGENTS.md or an existing skill. Trigger after a human marks a chunk complete, when the user says "log what went wrong", "retrospective", "what did we miss", or "learn from this".
Core Features & Use Cases
- Logs events after sign-off to capture corrections, missed cases, and implementation gaps for pattern tracking.
- Aggregates patterns to surface concrete suggestions for updating AGENTS.md or improving skills.
- Writes learning entries to .claude/learnings.md to enable trend analysis and future improvements.
Quick Start
Log retrospective entries after sign-off to capture corrections and patterns for future improvement.