Vector RAG Isn’t Enough — I Built a Context Graph Layer for Multi-Agent Memory
中文摘要
向量RAG在多智能体记忆的关系检索方面表现不足。作者通过构建上下文图层来增强记忆，其效果优于原始聊天记录和纯向量RAG。
English Summary
Vector RAG lacks relational retrieval capabilities for multi-agent memory. The author introduces a context graph layer to improve performance over raw chat history and vector-only RAG.
Original Excerpt
I benchmarked raw chat history, vector-only RAG, and a context graph on the same multi-agent conversations. The results exposed a surprising weakness in relational retrieval. The post Vector RAG Isn’t Enough — I Built a Context Graph Layer for Multi-Agent Memory appeared first on Towards Data Science.