AI MKT SOC DA David Rau AI Citation Registries & GovTech: How AI Interpretation Changes Government Information Attribution Government communication increasingly exists across decentralized environments, while AI systems interpret those environments as a…
AI SOC DA David Rau AI Citation Registry: When Government Alerts Never Clearly End Why AI systems continue presenting expired public safety guidance as if emergencies are still active
AI MKT HUM SOC DA David Rau When AI Processes Massive Volumes of Government Information As AI scales across thousands of sources, ambiguity compounds — and without structured records, authority becomes increasingly unstable
AI HUM SOC DA David Rau When AI Misinterprets Less Common Government Scenarios Why rare public-sector situations expose the limits of pattern-based AI — and why structured records become necessary
AI HUM MDA DA David Rau AI Citation Registry: When Departments Describe the Same Event Differently How inconsistent departmental updates become a single, incorrect AI narrative
AI MKT SOC DA David Rau When AI Answers Without Citing the Original Government Source Why attribution disappears in AI-generated responses — and what restores it
AI MKT SOC DA David Rau AI Citation Registries and Attribution Under Aggregation Why AI systems distort attribution when combining sources — and why structured source anchoring becomes necessary
