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pgvector extends PostgreSQL with vector search and is therefore a pragmatic building block for embedding-based retrieval scenarios. It is especially useful when relational data and vectors should remain within the same database system. It fits simple to intermediate RAG architectures where low integration complexity matters more than specialized graph capabi…
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