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This skill revolutionizes how you create Claude Code skills by treating documentation as production code. It guides users through the Red-Green-Refactor cycle: creating pressure scenarios with subagents to watch them fail (Red), writing the skill to address specific failures (Green), and closing loopholes to prevent agent rationalization (Refactor). By forcing a 'test-first' approach to instruction writing, it ensures that every skill is necessary, effective, and resilient across different contexts, significantly improving the reliability of Claude's domain-specific behaviors.