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Capture durable lessons by reading active session logs to extract insights and failed cases, then appending new lessons to an inbox for traceable history before consolidating them into MEMORY.md.

Document architectural principles by recording actionable guidelines directly into MEMORY.md under a Principles Detected section, ensuring long-term retention and consistent context engineering.

An inbox-to-lesson workflow maintains traceable history by moving resolved issues through a memory pipeline, creating new lessons with a record of the original problem and the applied solution.

Update the Project Architecture Quick Reference with new insights whenever you document new lessons or principles in MEMORY.md to maintain an accurate, long-term architectural overview.

Yes, you can use a memory pipeline to consolidate inbox lessons by moving items from the inbox and appending the finalized learning entries directly into MEMORY.md.

To append a new lesson to MEMORY.md, read the active session log, extract any new insights or failed cases, and format the entry following the provided lesson template to ensure consistent memory pipeline integration.