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How to ThinkIn the Age of AI
Principlev1PR-503

Treat explanations of your schemas to others as active…

Treat explanations of your schemas to others as active validation tests rather than passive information transfer, using objections as diagnostic data about hidden assumptions.

Why This Is a Principle

Derives from Generative Externalization (externalization through writing is generative), Illusion of Explanatory Depth (self-assessment is unreliable until forced to articulate), and Externalization Exposes Hidden Structure (externalizing exposes gaps). The principle prescribes treating social explanation as a validation mechanism rather than transmission. This transforms what people typically treat as communication into an active testing protocol.