he-learn

name	he-learn
description	Use for /he:learn; durable guard after repeated misses, review loops, or workflow gaps.

he-learn

Stage 5/5. Use /he:learn only when he-state.json contains open learning findings after repeated misses, review gaps, or ship findings. Finish the durable guard; do not timebox it.

Read ../workflow-help/references/route-map.md, ../repeated-failure-learning/SKILL.md, and ../skill-creator/SKILL.md before acting.

Contract

• Update he-state.json before/after each learning step; validate it before loop-complete yes
• If learning findings are empty, do not run this stage; /he:ship should close with Next: loop complete: yes
• Store learning at the narrow owner: source, script, test, hook, route map, or skill
• Use skill-creator only for skill/stage-contract changes
• Prefer executable checks; prose-only guidance is last resort
• Failure loop: stay in he-learn until the durable guard exists and passes
• Exit with the stage receipt: state path, decision, owner/proof, artifacts, blocker, and Next: loop complete: yes/no. No transcript dump; future runs can resume from state