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Why Agentic Systems Need Ontologies | Frank Coyle, UC Berkeley

Frank Coyle · 2026-07-22

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Most agent failures are a missing layer: a formal ontology outside the model. OWL, knowledge graphs, and constraints a probabilistic agent cannot sample away.

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Ontology links from the network graph — run ingest for speech-matched concepts.