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learn

learn

github.com/boshu2Agent workflows451157 installsUpdated today
Repository

About learn

Learn is an optional skill for turning cleared work episodes, checks, changes, and corrections into narrowly supported observations. It favors updating existing topic pages or returning no change, while preserving evidence limits and requiring review before Git curation.

Key features

  1. 01Use caller-selected cleared evidence
  2. 02Produce narrow observations or no change
  3. 03Check topic pages before adding material
  4. 04Preserve provenance gaps and limitations
  5. 05Require review before Git curation

Use cases

  1. 01Extract a supported improvement from past episodes
  2. 02Update an existing topic page with qualified evidence
  3. 03Avoid generalizing from a single incident

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/boshu2/agentops --skill learn

After installing, type/learnin Claude Code to confirm it loaded.

Bundled files

References and scripts installed along with SKILL.md.

references/
learn.feature
okf-page-profile.md
scripts/
validate.sh

Details

From the project README

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.

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