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This skill provides a disciplined framework for troubleshooting complex software issues, preventing the common pitfall of 'guess-and-check' programming. By following a structured path—from evidence gathering and diagnostic instrumentation to pattern analysis and minimal hypothesis testing—it ensures that developers address the underlying source of errors rather than just masking symptoms. It is particularly effective for multi-component systems, intermittent failures, and situations where previous 'quick fixes' have failed, helping teams achieve a higher first-time fix rate and reduced technical debt.
