☁️ Cloud & Infrastructure

Vector Graph RAG: Multi-Hop Reasoning Powered Purely by Vectors

Imagine chaining facts across documents without wrestling a graph database. Vector Graph RAG makes multi-hop RAG dead simple, all inside a vector store.

DevTools Feed Apr 03, 2026 3 min read
Architecture diagram showing Vector Graph RAG's three Milvus collections for entities, relations, and passages

⚡ Key Takeaways

  • Vector Graph RAG embeds full graph logic into Milvus for multi-hop RAG without graph DB overhead.
  • Achieves top benchmark scores (87.8% average Recall@5) using just 2 LLM calls per query.
  • Simple pip install and local Milvus Lite make it dev-friendly; scales to production effortlessly.
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#Milvus #Vector Graph RAG #knowledge graphs #multi-hop RAG

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