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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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Amazing Geography 🌍

@amazingeo · Post #20 · 08/10/2025, 10:43 AM

🌍 The geographic coordinates system splits the globe into lines called latitude and longitude, allowing any spot on Earth to be pinpointed within a few meters using just two numbers. ✨ #coordinates⚡#mapping⚡#positioning⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍

Digital Marketing & AI Tools

@Digital_Marketing_strategies · Post #760 · 09/10/2025, 11:12 AM

The secret to massive Google ads scale isn't a unique product or a crazy offer. Rather, it's the ability to disrupt a market And be different form the rest This could be done with product titles, images, pricing, the product itself, or the messaging. Just pick one and do the complete opposite of your competitor's It's that simple. #GoogleAds #positioning