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How to ThinkIn the Age of AI
Principlev1PR-252

Record predictions as quantified probabilities with explicit

Record predictions as quantified probabilities with explicit reasoning and resolution dates before outcomes are known, creating an external reference that defeats hindsight bias and enables calibration feedback.

Why This Is a Principle

This is a core principle derived from Hindsight Bias and Calibration Necessity (memory reconstruction and hindsight bias), Memory is reconstructive, not reproductive—humans rebuild… (memory as reconstructive), and Knowledge that exists only in tacit form degrades without… (tacit knowledge degrades). It prescribes the specific structure required for calibration feedback to function—quantification, timestamps, and external recording are the mechanism that makes miscalibration visible.