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    #ollama

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    June 21, 2026 · 20 min read

    Practical RAG with Marten and pgvector, Part 1: Semantic Search over Movie Plots

    Build semantic search and a small RAG pipeline over 42,000 movie plots using nothing but Postgres. Marten's new pgvector package stores and searches the embeddings, Ollama generates them locally, and there is not an API key in sight.

    martendb postgresql pgvector rag

    Crafted with in Bangalore

    Ideas brewed over fresh filter coffee

    © 2026 Babu Annamalai. All rights reserved.