#rag

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· 18 min read

I Turned 34 Tech Radar PDFs Into a GraphRAG System

I built a GraphRAG system over 34 Thoughtworks Tech Radar PDFs using Neo4j, Qdrant, and LangChain. The knowledge graph was the easy part.…

· 35 min read

I Built a Multi-Agent RAG Debugging Second Brain That Never Forgets

Debugging knowledge evaporates after incidents. I built a production multi-agent RAG to fix that: BM25 hybrid search, three-layer persistent memory,…