What AI Is and Is Not: Concepts, Logic, and the Limits of Human Analogy

Abstract

When people describe an AI model as thinking, understanding, or hallucinating, they apply human psychological vocabulary to a mathematical system. This paper argues that doing so constitutes a category mistake with measurable consequences for how AI systems are designed, evaluated, and held accountable.

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