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01 ·RAG & Retrieval·★ MEMBER·PAPER·10 min read GraphRAG from Scratch — Where Knowledge Graphs Meet Retrieval Rebuild your documents as a web of entities and relationships and you can answer questions ordinary RAG cannot reach — the ones about the corpus as a whole. Extraction, entity resolution, community summarization, and local/global search from first principles, ending with an honest account of when it's overkill.