#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
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📅 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
Reaksiyani mazasini qochiramiz 🔥
🌐Birinchi raqamli Windows Blog | #windows11
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📆 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
👉🏼Birinchi raqamli Windows Blog | #windows11
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📆 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
👉🏼Birinchi raqamli Windows Blog | #windows11