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Your RAG can't answer 'why' -- GraphRAG finds what vector search misses
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Your RAG can't answer 'why' -- GraphRAG finds what vector search misses

DEV Community·Ken Imoto·6 months ago
#VkK5fFia
#graphrag#ai#graph#vector#cost

The question that broke my RAG pipeline I had a solid RAG setup. Embeddings, vector store,...

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GraphRAG Explained: How Knowledge Graphs Are Transforming Modern RAG Systems
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GraphRAG Explained: How Knowledge Graphs Are Transforming Modern RAG Systems

DEV Community·ITPrep·6 months ago
#eGOtZgfU
#why#ai#llm#graphrag#graph

Explore how GraphRAG combines knowledge graphs and LLMs to improve reasoning, retrieval accuracy, and reduce hallucinations.

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GraphRAG in 2026: How Microsoft's Knowledge Graph Approach Beats Standard RAG
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GraphRAG in 2026: How Microsoft's Knowledge Graph Approach Beats Standard RAG

DEV Community·Agdex AI·6 months ago
#BtRIQGy6
#rag#python#llm#aiagents#query

Standard RAG has a ceiling. If your query requires connecting information across multiple documents —...

15s
I built a GraphRAG demo with FalkorDB’s new SDK, then benchmarked it against Neo4j
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I built a GraphRAG demo with FalkorDB’s new SDK, then benchmarked it against Neo4j

DEV Community·Dan Shalev·6 months ago
#l1GT3vYL
#rag#falkordb#ai#tutorial#neo4j

From Dev.to - tutorial: I built a GraphRAG demo with FalkorDB’s new SDK, then benchmarked it against Neo4j

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Why Every RAG Company Is Quietly Building a Graph Layer in 2026
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Why Every RAG Company Is Quietly Building a Graph Layer in 2026

DEV Community·Gabriel Anhaia·6 months ago
#GU3pZBCy
#ai#architecture#database#rag#openai

Book: RAG Pocket Guide Also by me: Database Playbook My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other AI coding tools Me: xgabriel.com | GitHub You ship a RAG bot to a 4,000-employee company.…

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