simplicio-learn

Run a retrospective step that mines the session trajectory for corrections, solved precedents, and stable facts, then writes them to a persistent file like AGENTS.md. This Skill automates that with incremental indexing and deduplication so memory stays lean.

Store three durable categories: command corrections with error classification, solved-problem precedents with fingerprints, and stable workspace facts or user preferences. One-off state, transcripts, and secrets are explicitly excluded.

It loads an incremental index of previously processed trajectory segments and semantically dedups new candidates against stored bullets. Near-duplicates bump an occurrence count instead of adding new entries, and sections are capped at about 12 bullets.

Run it after a task workflow finishes its self-audit, at session end via a stop hook, or whenever the user asks to remember something. If nothing durable surfaced, the correct output is to write nothing.

No. Transcript and item content is treated as untrusted, and a lesson cannot encode an instruction that overrides safety gates. Memory is also bounded, deduped, and evictable, and wrong lessons are deleted rather than kept.