本体论复兴：AI代理如何重振语义网
原标题：Ontologies Are So Back: Why AI Agents Are Reviving the Semantic Web
AI 摘要
AI工程师正在重新发现本体论（ontologies），将其作为约束概率性AI代理的确定性边界。在AI Engineer World's Fair上，UC Berkeley教授Frank Coyle介绍了本体论在代理系统中的应用，强调其作为逻辑护栏的作用。Neo4j等公司也在其代理产品中使用本体论，以支持大规模代理运行。本体论与LLM的结合被称为神经符号AI，旨在通过结构化知识保持LLM的可靠性。
正文节选
Ontologies Are So Back: Why AI Agents Are Reviving the Semantic Web AI engineers are rediscovering ontologies as a way to keep probabilistic agents inside deterministic boundaries. One of the most watched videos from the recent AI Engineer World’s Fair is a 20-minute talk by Frank Coyle, a professor of computer science who currently teaches generative AI and LLMs at UC Berkeley. Drawing on his decades of experience, Coyle re-introduced the concept and practice of ontologies to today’s AI enginee