Knowledge Graph Insights

Casey Hart: The Philosophical Foundations of Ontology Practice – Episode 38

104 snips
Aug 20, 2025
Casey Hart, Lead Ontologist for Ford and ontology consultant, blends a rich background in philosophy with practical ontology applications. He explores the philosophical foundations of ontology, revealing how concepts like metaphysics and epistemology shape knowledge graphs and AI. He shares insights from his time at Cycorp, discusses the complexities of defining AI beyond technology, and warns against inflated expectations surrounding AI in Silicon Valley. Hart emphasizes that ontologies are models that can oversimplify reality, making philosophical engagement crucial.
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INSIGHT

Metaphysics Guides Practical Modeling

  • Ontology engineering inherits metaphysical questions about what exists and which categories matter for a domain.
  • Casey Hart emphasizes carving nature at its joints to choose terms that reflect practical domain needs.
INSIGHT

Logic Makes Ontologies Actionable

  • Logic supplies the structure for useful inferences from an ontology so data yields meaning.
  • Hart argues ontologies must enable reasoning like set containment and more complex derivations to confer meaning.
INSIGHT

Epistemology Handles Uncertainty

  • Epistemology helps think about degrees of belief and how new evidence updates confidence in assertions.
  • Hart links Bayesian ideas to modeling provenance and probabilistic claims within ontologies.
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