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harness:learn -- soft-nudge loop for self-evolving skills
Pattern for making Claude skills evolve automatically. CLAUDE.md harness:learn directives trigger on tool completions, reminding Claude to promote patterns to skills. Rules live in the environment; the environment guides its own evolution.
user/developer
Steps
- CONCEPT: Rules live in CLAUDE.md harness sec...
- HOW TO ADD A TRIGGER: append to CLAUDE.md ha...
- IMPLEMENTATION: wkharness-post.ps1 SELF-HARN...
- PHILOSOPHY: AI has no persistent memory acro...
- EXTEND: add harness:learn for any pattern yo...
- DISTINCTION from harness:done: harness:done...
- Verified 2026-05-22: harness:learn + skill c...
- STDOUT FIX (2026-05-22): harness:learn must...
- DEBUG METHOD (2026-05-22): to confirm PostTo...
- PostToolUse hook debug: if debug log empty,...
- PostToolUse hook fires but tool_input.file_p...
- BUG FOUND (2026-05-22): SELF-HARNESS uses $e...