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The Systematic Debugging skill transforms Claude into a disciplined engineer that refuses to apply 'band-aid' fixes. By mandating a structured approach—encompassing root cause investigation, pattern analysis, minimal hypothesis testing, and test-driven implementation—it prevents the common pitfall of thrashing through multiple failed fix attempts. This skill is particularly valuable for complex, multi-layered systems where issues can hide behind component boundaries, ensuring that every fix addresses the source of the problem rather than just the symptoms. It includes built-in safeguards, such as requiring an architectural review if three consecutive fix attempts fail, ensuring high-quality software maintenance.