simplicio-learnlisted

# simplicio-learn — retrospective & continual memory A run that doesn't record its lessons pays full price every time. This skill turns a finished run (or session) into a few durable, reusable bullets and writes them where the NEXT run will read them — closing the `simplicio-tasks` `trajectory`/`learn`/`reuse_precedent` loop. Credit: folds cursor **continual-learning** (transcript-driven, incremental, high-signal-only memory updates with an index to avoid reprocessing) and **teaching** (a retrospective step that updates persistent state so the next cycle doesn't re-derive what's known). ## When to use - After `simplicio-tasks` finishes its Step 6 self-audit (per-item and per-run). - At session end (bind to a `stop` hook where available — see `hooks/`). - "remember this", "retrospective", "what did we learn", "update the project memory". ## What to capture (high-signal only) Three durable categories — everything else is noise and is dropped: 1. **Corrections** — a command that failed then a near-identical one succeeded. Record `{wrong-pattern → right-pattern, error-class, count}`. Classify the error (unknown-flag, command-not-found, wrong-syntax, wrong-path, missing-arg, permission-denied). Keep only pairs above ~0.6 command-similarity. EXCLUDE compile/test failures (those are the Step 4 iterate-until-green loop, not a CLI lesson) and human-rejections (a declined action is not an error). 2. **Solved precedents** — a problem fingerprint → the solution shap