When AI Assigns Statements to the Wrong...

How attribution signals break during AI processing—and why identity must be explicitly preserved “Why is AI saying the county issued this alert when it came from the city?” A user asks about a public safety update and receives a confident answer attributing the statement to the wrong authority. The message itself is accurate in content, but incorrect in origin. A city-issued advisory is presented as a county directive—shifting responsibility, jurisdiction, and interpretation. This is not a subtl