knowledge-graphs

37 articles tagged with “knowledge-graphs”

graphs

# GraphRAG Reality Check: When It Fails, Why, and How to Fix It GraphRAG is oversold. Marketing promises structured knowledge retrieval that "connec

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## Introduction The dirty secret of early GraphRAG deployments in 2024: indexing a million-document corpus cost $30,000+ in LLM API tokens. Before a

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Ontology in a graph database is not an academic exercise — it is the difference between a graph that answers questions and a graph that is a tangled

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## Beyond the Black Box: Engineering Context for AI with Knowledge Graphs **Tags:** trending, knowledge graphs, context engineering, GraphRAG, LLMs,

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## The Problem with Vanilla RAG Retrieval-augmented generation (RAG) solved a real problem: LLMs hallucinate when asked about facts not in their tra

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Neo4j and AI are a natural pairing. Graph databases excel at storing and traversing relationships — exactly what LLMs struggle with. By using Neo4j a