learn
Optionally mine bounded episodes, verdicts and corrections after the critical path. Triggers: "learn from verdicts", "mine validation history".
- Installs
- 157
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Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/boshu2/agentops --skill learn- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads learn automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
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.
FAQ
What does the learn skill do?
Optionally mine bounded episodes, verdicts and corrections after the critical path. Triggers: "learn from verdicts", "mine validation history".
How do I install learn?
Run npx skills add https://github.com/boshu2/agentops --skill learn in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/learn/ (personal) or .claude/skills/learn/ (project).
Which AI agents can use learn?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is learn safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains learn?
It is published by boshu2 in boshu2/agentops. It has 157 recorded installs.
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