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How to ThinkIn the Age of AI
Patternv1PT-010

Surprise-as-model-gap pattern

the structural tendency for surprise to indicate a discrepancy between one's mental model and reality, making surprise a reliable signal for where learning and model updating are most needed

Why This Is a Pattern

Exemplifies Cognitive Dissonance Drives Information Avoidance (calibration). Recurs across science, business, relationships — surprise always signals model inadequacy.