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How to ThinkIn the Age of AI
Principlev1PR-1571

Distinguish between hypothesis failure (wrong theory)…

Distinguish between hypothesis failure (wrong theory), execution failure (inconsistent implementation), and measurement failure (inadequate detection) when experiments produce negative results, as each type requires different corrective action.

Why This Is a Principle

Derives from Illusion of Explanatory Depth (metacognition has distinct levels) and Schemas as Knowledge Organization Structures (schemas organize knowledge). The principle follows: given metacognitive monitoring and knowledge organization through schemas, classify failure types to guide schema updating. This is diagnostic methodology derived from learning architecture.