About
This skill provides a structured methodology for debugging complex errors that manifest deep within an execution chain. Instead of simply fixing symptoms at the point of failure, it guides users through a backward tracing process—utilizing manual analysis, instrumentation, and automated bisection—to uncover the initial source of invalid data or incorrect behavior. By following this approach, developers can implement fixes at the source and build multi-layered defensive validation to ensure the bug never recurs.