AI Citation Registries and Registry-Layer Design for Attribution Stability

Why attribution fails when structure is lost—and why a registry layer restores it “Why does AI say the county issued a boil water notice when it was actually the city utility?” The answer appears confidently, naming the wrong authority and attaching the statement to the wrong jurisdiction. Residents share it, local officials issue corrections, and the discrepancy spreads faster than the fix. The original notice exists, clearly attributed and time-stamped, yet the AI response recombines fragments into a version that is definitively incorrect. How AI Systems Separate Content from Source AI systems do not read information the way humans do. They deconstruct documents into fragments, encode them, and later reconstruct responses based on patterns across many sources. In this process, the original structure—who said what, when, and under which authority—does not persist as a guaranteed signal. Content becomes portable, but its origin becomes probabilistic. The model’s output is therefore not