#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
😄Content
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🔘As an adjective, we use content to mean feeling happy and at peace with a situation.
🔜I felt content sitting by the fire, watching the rain outside.
🔘It can also mean you accept something that is out of your control.
🔜She was content with coming 3rd in the race.
🔘 As a noun, content means the ideas or information contained in something.
🔜I’m subscribed to her money-saving channel because the content is so interesting.
🔜Your writing is enjoyable but it lacks content – add more detail please.
🔘We can also use content to talk about the high or low amount of something contained in food and drink.
🔜Soya milk has a low fat content.
🔜This chocolate bar has a high sugar content.
🔘We hope the content of this video makes you feel more content with your English! And if you enjoy our content, like this video!
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Петиция за запрет РФ пропаганды на территории РК
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Louis William Wain, шизофрения и коты
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Кэмбербетч прекрасно играет аутистов и психически не стабильных - рекомендую The Electrical Life of Louis Wain