AI Uncertainty: Why Confidence Scores Are Not Enough
Give token entropy, semantic uncertainty, calibration, and abstention distinct jobs. Evaluate how uncertainty changes the next workflow step instead of relying on a single confidence score.
information theory
Entropy in AI and Human Thinking: Why Certainty Is Not Accuracy
Distinguish physical, information-theoretic, and psychological uses of entropy. Learn why predictable AI responses and repeated human beliefs still need independent evidence and practical validation.