Statistics: Why Intelligent Systems Must Admit Uncertainty
Executive Summary Most intelligent systems don’t fail because they lack data. They fail because they treat estimates as facts. Statistics exists to solve a very specific problem: how to reason, decide, and act when the truth is only partially visible. In modern systems, especially agentic ones, this is not a mathematical concern. It is an…