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klotz: vector search* + machine learning*

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1. Retrieval Augmented Generation in SQLite

   The article explores the concept of Retrieval-Augmented Generation (RAG) using SQLite, specifically with the sqlite-vec extension and the OpenAI API. It outlines a simplified approach to RAG, moving away from complex frameworks and cloud vector databases, using SQLite's virtual tables for vector search and semantic understanding.

   2025-02-20 Tags: rag, llm sqlite, sqlite-vec, vector search, machine learning, data science by klotz
2. Introducing sqlite-vec v0.1.0: a vector search SQLite extension that runs everywhere

   Introducing sqlite-vec, a new SQLite extension for vector search written entirely in C. It's a stable release and can be installed in multiple ways. It runs on various platforms, is fast, and supports quantization techniques for efficient storage and search.

   2024-08-04 Tags: sqlite-vec, sqlite, vector search, embeddings, quantization, database, ann, knn, machine learning by klotz

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