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The Systematic Debugging skill transforms Claude into a disciplined engineer by enforcing a rigorous methodology for troubleshooting. It moves through four distinct stages: evidence collection, variable isolation, hypothesis testing, and verified implementation. By requiring a failing test case before any code changes are made and prohibiting 'quick fixes' without a proven root cause, this skill is ideal for tackling intermittent failures, performance bottlenecks, and regressions in complex codebases. It includes built-in task tracking and a circuit breaker to prevent unproductive looping on incorrect assumptions.