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Source channel @githubtrending · Post #15295 · Nov 11

#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop. https://github.com/yichuan-w/LEANN

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Lesson 42 is out! Learn how to ask “How much does it cost?” in Uzbek. Practice the most common shopping phrases, short dialogues, and real-life expressions with audio and exercises. Start speaking confidently at the market, in shops, or while traveling in Uzbekistan. https://yep.uz/en/2025/09/lesson-42-how-much-does-it-cost-in-uzbek/ #learnuzbek#uzbeklanguage#uzbeklessons#languagelearning#howmuch#shoppingphrases#beginneruzbek