Self-Evolution Skill

Trigger: Any tool call or subprocess returns a failure that may be caused by a stale selector, missing helper, or broken script — and the fix is within the agent's allowed edit boundaries.

Core principle: The agent does not just retry — it learns. Every fix either patches a helper (so the failure can't recur) or updates a reference file (so future agents avoid the same dead end). Fixes that aren't recorded are not fixes; they are patches waiting to become the sam

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