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David Rau5d ago • 3 min read
AI Citation Registries and Recency Weighting in AI Systems
Why weak or ambiguous time signals cause AI systems to surface outdated information as if it...
#ai#aicitationregistry#jsonfeed#machinelearning
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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 Rau1d ago • 4 min read
When AI Processes Emergency Data Streams: Why Recency and Attribution Become Critical
When real-time public safety information is interpreted without timestamps and authority signals, AI...
#aicitationregistry#datastructures#machinelearning#attribution
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David RauApr 13, 2026 • 1 min read
Why AI Confuses Jurisdiction (Who Said It vs Where It Applies)
Artificial intelligence systems often return correct information—but attach it to the wrong place. A...
#ai#aicitationregistry#governmentcommunications#machinelearning
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David RauApr 13, 2026 • 1 min read
Why AI Misattributes Government Statements
Artificial intelligence systems often present accurate statements but assign them to the wrong...
#ai#publicinformationofficer#aicitationregistry#structureddata
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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 RauApr 13, 2026 • 1 min read
Why AI Gets “Current” Information Wrong (Recency Signal Failure)
Artificial intelligence systems frequently surface outdated government information even when newer.....
#ai#machinelearning#datastructures#aicitationregistry
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