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.
generative AI
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.
New Whitepaper: AI-Mediated Apprenticeship and the Future of Enterprise Expertise
Read and download the complete whitepaper: TL;DR: My new whitepaper introduces AI-mediated apprenticeship, a practical enterprise AI operating model for automating first-pass knowledge work without weakening expert development, independent judgment, or long-term workforce capability. Enterprise AI knowledge work automation can accelerate analysis, documentation, architecture, recommendations, and decision support. But productivity creates a strategic workforce question: … Explore: New Whitepaper: AI-Mediated Apprenticeship and the Future of…