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The Systematic Debugging skill provides a disciplined approach to software troubleshooting by moving beyond 'guess-and-check' methods. It guides Claude through a structured workflow consisting of initial triage, pattern analysis, hypothesis testing, and validated implementation. By mandating that a root cause be identified and verified before any code is modified, it eliminates the risk of symptom-only patches and regressions. This skill is ideal for intermittent test flakiness, deep architectural issues, and multi-component system failures where the source of the error is not immediately obvious.