01Diagnostic instrumentation patterns for debugging complex, multi-layer systems and CI/CD pipelines.
02Integration with Test-Driven Development (TDD) principles to verify fixes through failing test cases.
03Architectural safety valve that triggers a fundamental design review after three failed fix attempts.
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05Systematic data flow tracing techniques to identify the origin of bad state or logic.
06Strict four-phase debugging workflow: Investigation, Pattern Analysis, Hypothesis, and Implementation.