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The Systematic Debugging skill transforms how Claude approaches troubleshooting by enforcing a rigorous, evidence-based methodology. It guides the AI through four distinct phases—Root Cause Investigation, Pattern Analysis, Hypothesis Testing, and Implementation—ensuring that engineering effort is spent on permanent solutions rather than trial-and-error fixes. By prioritizing the creation of failing test cases and verifying hypotheses with minimal changes, this skill is indispensable for tackling persistent errors, race conditions, or regressions in complex, multi-component systems.