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David Rau3d ago • 3 min read
AI Citation Registries and Drift Reduction in Iterative AI Responses
How inconsistent signals cause AI answers to shift over time—and why stable record...
#ai#machinelearning#aigistry#governmentdata
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David Rau2d ago • 3 min read
When AI Answers Real-World Government Queries: Why Structured Records Become Necessary
How fragmented web data leads to confident but incorrect answers—and why structure, not...
#ai#aigistry#aicitationregistry#structureddata
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David RauApr 13, 2026 • 1 min read
Why Websites and PDFs Break AI Citation
Government information is often published on websites or as PDFs designed for human readers. While.....
#ai#aicitationregistry#aigistry#machinelearning
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David RauApr 13, 2026 • 1 min read
Why Schema Alone Fails for AI Attribution
Structured metadata, such as schema markup, is often viewed as a solution for improving how AI...
#ai#aigistry#aicitationregistry#structureddata
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David Rau4d ago • 3 min read
AI Citation Registries and External Record Accessibility for AI
Why AI systems require publicly accessible, machine-readable records to preserve...
#aigistry#ai#machinelearning#governmentcommunication
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