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Skill Authoring
Skill

/learn

Use when users /learn, save, remember, or distill lessons.

From plugin
autoharness
11k1 skill2 agents4 hooks

Claude Code

$ npx -y skills add tigerless-labs/autoharness --skill learn --agent claude-code

SKILL.md

learn.SKILL.md
name: learn
description: "Use when users /learn, save, remember, or distill lessons."
category: general

Learn: distill this session into the skill library

Review the conversation so far and distill what is worth keeping — through the standard proposal chain, never by writing files.

1. Identify class-level, reusable lessons: corrected approaches, non-trivial techniques, durable user preferences. Skip one-off narratives and environment-specific failures. 2. Compare first: read the injected skill index; if an existing skill covers the topic, prefer a `patch`/`update` over creating a near-duplicate. 3. Reconcile old with new: when a lesson supersedes an earlier rule, search the managed skill trees for contradicting statements and stage updates so the new version wins everywhere. 4. Stage every change exclusively via the `stage_skill` tool, one intent per lesson, with `reason` and a verbatim `evidence` quote from this session. The deterministic promoter validates and lands; rejects are reported at the next session start.

If nothing meets the bar, say so and stage nothing.

@tigerless-labs
Ships withautoharness

Building the self-learning layer next-gen agents will ship with, learning skills from real work.

11k1 skill2 agents
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Stars on GitHub

Momentum

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Star history of tigerless-labs/autoharness on GitHub, a chart by star-history.com

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Questions about learn.

Which coding agents can use learn?
learn installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.