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🔍HardRAG & RetrievalPREMIUM

GraphRAG & Knowledge Graphs

How Microsoft's GraphRAG architecture uses community detection and graph structure to answer questions that pure vector search cannot.

What you'll master
Knowledge Graphs
Community Detection
Leiden Algorithm
Entity Extraction
Relationship Modeling
Global vs Local Search
Hybrid Graph-Vector Retrieval
Hard45 min readIncludes code examples, architecture diagrams, and expert-level follow-up questions.

Premium Content

Unlock the full breakdown with architecture diagrams, model answers, rubric scoring, and follow-up analysis.

Code examplesArchitecture diagramsModel answersScoring rubricCommon pitfallsFollow-up Q&A

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Premium includes detailed model answers, architecture diagrams, scoring rubrics, and 64 additional articles.