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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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@githubtrending · Post #14891 · 07/01/2025, 11:30 AM

#other#beginner#contribution#contributions_welcome#css#frontend#hacktoberfest#html#javascript#open_source#opensource#php#projects#python#react You can find a well-organized collection of coding project ideas divided into three skill levels: beginner, intermediate, and advanced. Each project includes clear goals, user stories, optional bonus features, and helpful resources, making it easier for you to build and extend your projects. This helps you improve coding skills, experiment with new technologies, and create impressive portfolio pieces to attract employers or clients. The list covers various technologies like JavaScript, Python, React, MERN stack, and blockchain, with tutorials and design resources included. You can also contribute ideas and examples to grow the collection and get community support. This resource saves you time and inspires your learning journey. https://github.com/The-Cool-Coders/Project-Ideas-And-Resources