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Human Calibration

Pattern

Work with AI improves when human judgment is continually recalibrated against outputs and context.

Philosophy

Stay actively engaged so automation amplifies rather than replaces discernment.

Principle

Human judgment must calibrate intelligent systems.

Formula

AI × Human Judgment → Calibration

Practice

  • Review an AI output by asking, “Where does human judgment need to intervene?”