Larry Swanson
Knowledge architect and community builder who hosts the Knowledge Graph Insights podcast; experienced in ontology engineering, knowledge graphs, and semantic web technologies.
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Feb 9, 2026 • 57min
Episode #530: The Hidden Architecture: Why Your Startup Needs an Ontology (Before It's Too Late)
Larry Swanson, a knowledge architect and community builder who hosts the Knowledge Graph Insights podcast. He discusses why ontologies and knowledge graphs matter for AI. They trace semantic web history, defend RDF, and contrast symbolic deterministic systems with probabilistic LLMs. Conversation covers startup timing, domains that need ontologies, and neurosymbolic hybrid architectures.
