Knowledge Crystallization Feedback Loop

Use when: (1) You've completed a competition or experiment and want to extract reusable knowledge, (2) Your agent keeps repeating the same mistakes across competitions because lessons weren't crystallized, (3) You have 50+ memory files but can't find relevant knowledge when starting a new task, (4) You need to decide what to remember vs what to forget. Covers the complete crystallization cycle: Experiment → Identify Outcome → Extract Pattern → Classify (feedback/ learned/project/reference) → Store with triggers → Activate on match. Includes the "3-layer architecture" (L1 core, L2 domain skills, L3 cross-domain principles) and the "forgetting protocol" for stale knowledge.…