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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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Crypto M - Crypto News

@CryptoM · Post #64769 · 04/09/2026, 09:03 PM

🚀 Quantum Safe Bitcoin Proposed to Resist Quantum Attacks Avihu Levy has introduced a concept called Quantum Safe Bitcoin, which is a hash-based transaction design intended to withstand quantum computing attacks. According to NS3.AI, this proposal seeks to enhance Bitcoin's security without altering its fundamental rules. The estimated cost for implementing this design using cloud GPU computing ranges from $75 to $150. However, the complete transaction assembly and broadcast have yet to be demonstrated on the blockchain. #QuantumSafeBitcoin#Bitcoin#QuantumComputing#Blockchain#Cryptocurrency#CyberSecurity#DigitalCurrency#CryptoInnovation#BTC