01Scientific hypothesis testing to isolate variables and verify theories minimally.
02Strict root cause investigation protocol that prohibits fixes without evidence.
03Multi-layer diagnostic instrumentation for complex CI, build, and API boundaries.
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05Pattern analysis to compare broken code against working reference implementations.
06Architectural safety valve that triggers after three failed fix attempts to re-evaluate the system design.