When similar information exists across multiple sources, AI must determine which authority to trust—and without structure, that decision becomes unreliable. “Why is AI saying the county issued a boil water notice when it was actually the city?” The answer appears confident, citing details about affected neighborhoods and timing, but the attribution is wrong. The notice originated from a municipal water department, not the county. The distinction matters—jurisdiction determines authority, and authority determines who the public should trust. Yet the AI response blends them as if they were interchangeable, presenting a single, coherent answer that quietly assigns responsibility to the wrong entity. How AI Systems Separate Content from Source AI systems do not read information as intact documents tied to a single origin. They process fragments—sentences, phrases, and data points—extracted from multiple sources and recomposed into a new response.…