self-improvement
by LingmaFuture
"Capture durable lessons from debugging, user corrections, missing capabilities, and repeated workflow friction so future sessions avoid the same mistakes. Hybrid design: actual-self-improvement execution core + self-improving-compound HOT/WARM/COLD memory tiers + legacy promotion/hook guidance. Use immediately when a non-obvious failure is diagnosed, before the final reply after a workaround succeeds, when the user corrects or updates the agent, when a project/tool convention is discovered, when a missing capability is requested, or when a solved issue should be promoted into shared memory. Also use to audit whether a lesson was captured. Do not use for trivial typos, expected failures, straightforward retries, or one-off noise with no reusable lesson."