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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 #64491 · 04/09/2026, 03:01 AM

🚀 Bitcoin Developer Adam Back Addresses Quantum Computing Concerns Bitcoin developer Adam Back has dismissed fears of a quantum computing crisis, asserting that humanity has at least a decade to prepare. According to Bitalk News, Back emphasized that current quantum hardware is still in its infancy, lacking error correction capabilities, and has only achieved basic calculations such as elementary-level factorization. He noted that Google's recent paper merely improved algorithms without any hardware breakthroughs. Back reassured that Bitcoin has ample time to adapt, with Liquid serving as a Layer 2 testing ground that has historically been adopted by the Bitcoin main chain after new signature formats were introduced. He argued that genuine solutions are already in progress, and that media-driven panic is more about selling headlines than reflecting technical realities. #Bitcoin#AdamBack#QuantumComputing#BitcoinDeveloper#Liquid#Layer2#SignatureFormats#ErrorCorrection#QuantumHardware#BitalkNews#Panic#TechnicalRealities#BTC