When AI Becomes the Distribution Layer: Why Structured Records Become Necessary

The content discusses how AI systems, becoming the primary information distribution layer, can confidently present outdated or recombined data, exemplified by an incorrect boil water notice. This type of failure undermines trust and highlights the necessity of machine-readable structured records to preserve attribution, authority, and timing of public communications.