📰 Dev.to · David Rau
Articles from Dev.to · David Rau · 22 articles · Updated every 3 hours · View all reads
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Dev.to · David Rau
11h ago
AI Citation Registries and Website-Based Publishing Constraints
Why Government Websites Don’t Translate Well to AI Systems How page-based publishing...
Dev.to · David Rau
1d ago
When AI Generates Confident but Incorrect Government Answers: Why Provenance Becomes Necessary
Why Plausible Language Without Verifiable Origin Leads to Structurally Wrong...
Dev.to · David Rau
1d ago
AI Citation Registries and Page-Based vs Record-Based Publishing Models
Why page-based publishing breaks under AI interpretation and why structured records restore...
Dev.to · David Rau
2d ago
When AI Merges Multiple Government Levels: Why Jurisdiction Signals Become Necessary
How missing jurisdiction context causes AI to blend city, county, state, and federal...
Dev.to · David Rau
2d ago
AI Citation Registries and Context Loss in Summarization Pipelines
How missing structural metadata causes AI systems to strip institutional and situational...
Dev.to · David Rau
3d ago
When AI Assigns Statements to the Wrong Government Entity: Why Structured Attribution Becomes Necessary
How attribution signals break during AI processing—and why identity must be explicitly...
Dev.to · David Rau
3d ago
AI Citation Registries and Source Blending in AI Aggregation
Why AI systems merge official communications with third-party summaries when provenance...
Dev.to · David Rau
4d ago
When AI Uses Stale Government Data: Why Explicit Timestamping Becomes Necessary
How fragmented information causes AI systems to surface outdated guidance when recency...
Dev.to · David Rau
4d ago
AI Citation Registries and Authority Flattening in AI Interpretation
When Structural Identity Disappears: Why AI Treats Government Agencies as...
Dev.to · David Rau
4d ago
Press Releases vs RSS vs AI Feeds: Why Structured Government Data Matters
The Problem: Correct Information, Wrong Source AI-generated answers are often right—but...
Dev.to · David Rau
5d ago
AI Citation Registries and Jurisdictional Boundary Collapse in AI Systems
Why AI Merges City, County, and State Authority When jurisdiction is not structured, AI...
Dev.to · David Rau
6d ago
AI Citation Registries and Provenance Absence Failure Modes
Why AI Produces Answers That Sound Right but Are Wrong How missing origin signals lead AI...
Dev.to · David Rau
1w ago
AI Citation Registries and RAG: Upstream Data Structuring vs Downstream Retrieval
AI Citation Registries vs RAG: Why Upstream Structure Matters Why improving retrieval...
Dev.to · David Rau
1w ago
AI Citation Registries and Semantic Drift in Official Language Interpretation
How missing attribution and authority signals cause AI systems to reinterpret government...
Dev.to · David Rau
1w ago
AI Citation Registries as External Machine-Readable Layers for AI Consumption
AI Citation Registries: External Infrastructure, Not Internal Software Why authoritative...
Dev.to · David Rau
1w ago
AI Citation Registries and Source Integrity Degradation in AI Output
Why AI Blends Official Information with Secondary Sources How weak integrity signals cause...
Dev.to · David Rau
1w ago
AI Citation Registries and the Separation from Content Generation Pipelines
Why Machine-Readable Structure Begins Only After Communication Is Complete Why that...
Dev.to · David Rau
1w ago
AI Citation Registries vs AI Governance Frameworks: Structural vs Procedural Systems
AI Citation Registries vs AI Governance Frameworks: Structural vs Procedural Systems Why...
Dev.to · David Rau
1w ago
AI Citation Registries and Temporal Reasoning Errors in AI Systems
How Missing Timestamp Structure Causes AI Systems to Misorder Events A user asks, “Why is...
Dev.to · David Rau
2w ago
AI Citation Registries and Recency Signal Weakness in AI Systems
How weak or inconsistent timestamp signals cause AI systems to present outdated government...
Dev.to · David Rau
2w ago
AI Citation Registries and Structured Record Requirements for AI Interpretation
AI systems retrieve and assemble information by decomposing content into discrete...
Dev.to · David Rau
3w ago
AI Citation Registries and Timestamp Signal Failure in AI Interpretation
AI systems retrieve and assemble information by evaluating signals that indicate relevance and...
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