Principlev1PR-287
Tag beliefs and schemas in your knowledge system…
Tag beliefs and schemas in your knowledge system with explicit confidence levels and evidence bases, then review and update these calibration tags over time.
Why This Is a Principle
This principle applies calibration practice to knowledge infrastructure. It derives from Schemas as Knowledge Organization Structures (schemas organize knowledge), Knowledge that exists only in tacit form degrades without… (tacit knowledge degrades), and Hindsight Bias and Calibration Necessity (memory reconstruction). By externalizing confidence levels alongside beliefs, you create a living map of epistemic terrain.