Nov 12, 2026 · 9 min readGraphRAG: Bridging LLMs and Knowledge Graphs for Accurate, Production-Ready AIHow to overcome the limits of naive vector search using Parent Document Retrievers, Text2Cypher, and Agentic RAG.