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Grounding the Hallucination: Schema.org's Role in RAG and Output

January 14, 2026 by Marcus P. #RAG #Schema.org #Grounding #Hallucination #Agentic SEO
An exploration of how structured data serves as the ‘Grounding Wire’ for Retrieval-Augmented Generation (RAG) systems, preventing hallucinations and enabling deterministic output from probabilistic models.
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The Structural Deficit: Why LLMs Crave Schema.org in Training

November 23, 2025 by Marcus P. #LLM Training #Schema.org #Structured Data #Data Pipeline #Technical SEO
An analysis of how Large Language Models ingest and utilize structured data during pre-training, moving beyond ’text-only’ ingestion to understanding the semantic backbone of the intelligent web.
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