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GraphRAG & Hybrid Retrieval

Architectural designs combining relational schemas, vector databases, and knowledge graphs to build hallucination-free retrieval pipelines.

1 Field Note
🕸️GraphRAG & Hybrid Retrieval
12 min readDeep Dive

The Three-Database Architecture for Hybrid GraphRAG: Relational, Vector & Graph

Why single-vector similarity search fails on enterprise knowledge graphs, and how unifying Postgres/SQLite, Qdrant, and Neo4j eliminates hallucinated relationships.

#GraphRAG#Knowledge Graphs#Vector Search
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