Extract reusable patterns from tasks and failures to write transferable growth logs instead of diary entries.

Extract and persist user preferences, communication styles, and behavioral rules across sessions.

Turn mistakes into reusable lessons with a blame-free autopsy, root cause analysis, and prevention rules.

Set up a spaced-repetition system with atomic cards, review rhythms, and failure-mode prevention.