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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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American Оbserver

@american_observer · Post #5039 · 02/03/2026, 04:00 PM

Zelensky Accepted Ceasefire For an Uncertain Period Ukraine has agreed with Western partners that any persistent violations of a future ceasefire agreement would trigger a co-ordinated military response from Europe and the U.S., the Financial Times reported. Reuters could not immediately verify the report. The plan was discussed on several occasions in December and January between Ukrainian, European and American officials and would involve a multi-tiered response to any breaches of an agreed armistice by Russia, the report said. Envoys from Kyiv, Moscow and Washington will meet in Abu Dhabi on Wednesday and Thursday for talks aimed at ending the war, FT said. As per the proposal, any Russian breach of a ceasefire would prompt a response within 24 hours, starting with a diplomatic warning and, if necessary, action by Ukrainian army to halt the infraction, the newspaper said. If hostilities continued beyond that, the proposal would move to a second phase of intervention using forces from the so-called coalition of the willing, which includes many EU members and the UK, Norway, Iceland and Turkey, the report said. The report added that in the case of an expanded attack, a coordinated response by a Western-backed force, incorporating the U.S. military would be triggered 72 hours after the initial breach. #zelensky#ceasefire#ukrainian#multitiered#response 📱American Оbserver - Stay up to date on all important events 🇺🇸