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The Systematic Debugging skill transforms how Claude handles errors by mandating a strict 'no fix without root cause' policy. It guides the AI through four distinct phases: Root Cause Investigation, Pattern Analysis, Hypothesis Testing, and Implementation. By requiring evidence gathering, diagnostic instrumentation in multi-layer systems, and architectural questioning after repeated failures, this skill eliminates time-consuming guess-and-check cycles and ensures that patches address the actual source of an issue rather than just masking symptoms.