01Four-layer validation strategy: Entry, Business, Environment, and Debug
02Data flow tracing to identify origin and usage checkpoints
03Environment-specific guards to prevent dangerous operations in test contexts
04Structural bug prevention through redundant safety checks
05Context-rich debug instrumentation for improved forensic analysis
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