Learn Lessons
Saves and distills lessons into reusable notes when asked.
Install
npx skills add tigerless-labs/autoharness --skill learn -g -a claude-code -y- Repository
- tigerless-labs/autoharness10.6k
- Category
- AI and agents
- Updated
- 5d ago
- License
- MIT
- Context cost
- Lightabout 252 tokens
- Runs scripts
- No, instructions only
What it does
Use when users /learn, save, remember, or distill lessons.
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.
- Identify class-level, reusable lessons: corrected approaches, non-trivial techniques, durable user preferences. Skip one-off narratives and environment-specific failures.
- Compare first: read the injected skill index; if an existing skill covers
the topic, prefer a
patch/updateover creating a near-duplicate. - 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.
- Stage every change exclusively via the
stage_skilltool, one intent per lesson, withreasonand a verbatimevidencequote 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.

