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Systematic Debugging is a specialized Claude Code skill designed to eliminate 'guess-and-check' programming by enforcing a strict, evidence-based diagnostic workflow. It guides the AI through four mandatory phases: root cause investigation, pattern analysis, hypothesis testing, and implementation. By requiring detailed diagnostic instrumentation and data flow tracing before proposing fixes, this skill ensures that underlying issues are resolved rather than merely masking symptoms. It is particularly effective for complex multi-component systems where failures often occur at boundaries or within environmental configurations.