learn

# Learn Learn is an optional, off-path consumer of bounded native episodes, verdicts, checks, BD handoff facts, Git changes and user corrections. It is the compatible entrypoint for [Memory's mine/learn operation](../memory/references/mine-learn.md). Read that reference when invoked; do not require Learn to finish ordinary work. Resolve the caller-selected source set, access, question, consumer and separate budget. Include failures, corrections, harmful and null outcomes. Return narrow supported observations or no-change; one incident is not a general rule. Search existing topic pages and prefer a qualified update or removal over a file per session. Missing provenance remains a disclosed gap; do not delete unique proof. Use only public or already-cleared inputs in this lean path. It does not enforce native restricted-source access or authorize automatic transcript reads. Drafts stay in caller-selected protected external non-Git storage. Exact fresh factual support and destination-disclosure review precede any Git object/index/stash or import under [curation](../memory/references/curate.md). Learn alone does not admit a rule or change a product verdict. Preserve legacy `.agents/` evidence; no blind TTL or deletion. The optional [OKF profile](references/okf-page-profile.md) checks structure only. ## Prompt ```text Use Learn on these already-cleared episodes and corrections within this separate budget. Find a narrow supported improvement to the existing parser topic page, o...