tkm:debug-code

A systematic debugging approach uses a four-phase framework to trace issues, identify root causes, and apply fixes. It guides developers through multi-layer validation to ensure robust resolution of software bugs and unexpected behavior.

To find the root cause of a performance issue, use a systematic debugging framework for system diagnosis. This process isolates the source of unexpected behavior through multi-layer validation before applying any code fixes.

Fix bugs by running the debug-code skill with your specific error description to initiate the framework. It guides you through systematic tracing, root cause analysis, and multi-layer validation to ensure secure code resolution.

Yes, you need Python to use this systematic debugging process. The framework requires Python and specific debugging tools like 'find-polluter.sh' for test bisection to accurately pinpoint and resolve system-level issues.

The best way to isolate test pollution is using test bisection tools like 'find-polluter.sh'. This systematic debugging approach pinpoints the exact source of issue by isolating the failing test case before applying a fix.

Code still fails after an initial bug fix when the root cause was not fully identified. A systematic debugging framework prevents this by enforcing multi-layer validation to ensure the fix addresses the true source of the issue.