Vector RAG Isn’t Enough — I Built a Context Graph Layer for Multi-Agent Memory

The article compares raw chat history, vector-only RAG, and a context graph for multi-agent memory, finding that vector RAG has a surprising weakness in relational retrieval. The author built a context graph layer to address this issue, improving multi-agent conversation memory.