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The Systematic Debugging skill transforms how Claude handles bugs, test failures, and unexpected behaviors by implementing a mandatory four-phase workflow: Root Cause Investigation, Pattern Analysis, Hypothesis Testing, and Implementation. Instead of proposing 'quick fixes' or guessing, this skill requires deep evidence gathering and diagnostic instrumentation before any code changes are made. It is specifically designed to stop 'thrashing' in complex systems, ensuring that every fix addresses the fundamental source of a problem rather than just masking its symptoms, which significantly reduces regressions and architectural debt.