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Why Agentic Systems Need Ontologies — Frank Coyle, UC Berkeley

AI Engineer · Jul 23, 2026 · Engineering Insights

Ontologies provide essential knowledge structure for agentic AI systems to reason effectively

“There's no fail. There's only make.”

UC Berkeley educator Frank Coyle opens a talk on why agentic systems need ontologies, tracing agent concepts back to 1956 and ontologies to Aristotle. However, the transcript is almost entirely preamble — educational philosophy and historical background — with the actual technical argument cut off before delivery. No substantive engineering or design signal is present in this excerpt.

ontologies agentic-systems knowledge-representation AI-history

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