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. 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. 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 checks structure only.

Prompt

Use Learn on these already-cleared episodes and corrections within this separate
budget. Find a narrow supported improvement to the existing parser topic page,
or return no-change. Preserve failures and limits; no new policy or benefit claim.

It's working if

An observation cites evidence and its coverage, names applicability, action, support, limits and invalidation, and survives a counterexample check. A single incident stays narrow; curation may simplify or remove a rule. Saved pages are not benefit: only later work can demonstrate useful reuse.