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The Systematic Debugging skill prevents the cycle of 'random fixes' and technical thrashing by mandating a structured approach to troubleshooting. It guides Claude through a mandatory process: evidence gathering, pattern analysis, scientific hypothesis testing, and test-driven implementation. By following the 'Iron Law' of investigation before action, this skill ensures that solutions address fundamental architectural issues rather than surface-level symptoms, making it essential for resolving complex production bugs, environment-specific failures, and deep-stack data flow problems.