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The Root Cause Tracing skill empowers developers to move beyond fixing symptoms by providing a structured methodology for navigating complex call chains and deep execution errors. It guides users through the process of observing symptoms, instrumenting code with manual stack traces, and utilizing bisection scripts to identify elusive issues like test pollution. By emphasizing source-level fixes and the implementation of multi-layered defense-in-depth validation, this skill ensures that bugs are eliminated permanently rather than just patched where they appear.