从检索到推理:用知识图谱构建生产级智能体 AI 系统
原标题:Presentation: From Retrieval to Reasoning: Building Production-Ready Agentic AI Systems with Knowledge Graphs
AI 摘要
RelationalAI 的 Cassie Shum 在 InfoQ 演讲中分享了她构建生产级智能体 AI 系统的经验,主张以知识图谱作为智能体系统的基础。她介绍了知识图谱与图数据库的区别,强调知识图谱的核心在于实体、关系及其间嵌入的逻辑与语义层。她还提到自己为团队搭建了基于知识图谱的开发工具,并讨论了 GraphRAG 的现状。
正文节选
Transcript Cassie Shum: Today I'll be talking about knowledge graphs and retrieval to reasoning, and some of my experiences, and what I know and what I've been working on for the past few years. Let's go ahead and just start talking about me just so you can get some context about my background and actually why I care about all of this. Today, I actually spend a lot of time building and running agentic systems. I just can't get enough of it. It's like the gambler thing. Every time I hear that din