Context graph beats vector R

Short summary

Author benchmarked vector-only RAG against a context graph layer for multi-agent memory and found vector retrieval alone has surprising relational weaknesses. The context graph approach provides better contextual understanding for agent conversations.

• •Vector-only RAG has limitations for relational retrieval in multi-agent systems
• •Context graph layer improves memory retrieval across agent interactions
• •Benchmarking data demonstrates concrete performance gains

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