#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
Lesson 21 of our Uzbek self-study course: digraphs sh, ch and the letter l.
Learn their pronunciation, see examples with countries and nationalities, and practice with audio exercises.
https://yep.uz/en/2025/09/lesson-21-uzbek-digraphs-sh-ch-l/
#uzbek#uzbeklanguage#uzbeklesson#uzbekalphabet#learnuzbek#languagelearning#sh#ch#LeMonde