01Integration with Test-Driven Development (TDD) to ensure every fix is backed by a failing test case.
02Architectural safety checks that trigger deep-dive reviews after three failed fix attempts.
03Mandatory four-phase debugging framework: Investigation, Pattern Analysis, Hypothesis, and Implementation.
04Root cause tracing techniques to track bad values back to their original source in the call stack.
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06Diagnostic instrumentation patterns for tracing data across multi-layer systems and CI/CD boundaries.