The "learn" step of the core loop. Capture lessons from completed or failed work, recall relevant lessons before new work, and graduate recurring lessons into guardrails. Use after fixing a bug, finishing a feature, or discovering a better pattern (capture); before starting a task, choosing an approach, or onboarding (recall); and whenever the same lesson keeps firing (graduate). Self-learning, self-updating guardrails — not a write-only log.
