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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

1. CONCEPT: Rules live in CLAUDE.md harness sec...
2. HOW TO ADD A TRIGGER: append to CLAUDE.md ha...
3. IMPLEMENTATION: wkharness-post.ps1 SELF-HARN...
4. PHILOSOPHY: AI has no persistent memory acro...
5. EXTEND: add harness:learn for any pattern yo...
6. DISTINCTION from harness:done: harness:done...
7. Verified 2026-05-22: harness:learn + skill c...
8. STDOUT FIX (2026-05-22): harness:learn must...
9. DEBUG METHOD (2026-05-22): to confirm PostTo...
10. PostToolUse hook debug: if debug log empty,...
11. PostToolUse hook fires but tool_input.file_p...
12. BUG FOUND (2026-05-22): SELF-HARNESS uses $e...

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