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Home » GraphRAG
AI tutorial - IT technology blog
Posted inAI

Build a Lightweight Graph-Based RAG System with LightRAG and Python

October 9, 2026
Standard vector RAG fails when queries require multi-hop reasoning across docs, while enterprise GraphRAG setups run up massive token bills. Learn how to build a lean, dual-level Graph RAG pipeline in Python with LightRAG.
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AI tutorial - IT technology blog
Posted inAI

Beyond Vector Search: Building Knowledge Graphs with Microsoft GraphRAG and Python

April 15, 2026
Tired of shallow AI answers? Discover how Microsoft GraphRAG uses knowledge graphs and the Leiden algorithm to help LLMs understand complex, interconnected datasets. This Python guide shows you how to set up and query a relationship-aware RAG system.
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