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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 #64538 · 04/09/2026, 06:45 AM

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🚀 Satoshi Protocol Layer2 Settlement Network Launches with Upgrades The Satoshi Protocol Layer2 settlement network officially launched on April 6, introducing enhancements in on-chain data statistics and computational capabilities. According to ChainCatcher, the Layer2 network now supports deep cumulative calculations on-chain, allowing for a more accurate reflection of team sizes and business data, thereby improving processing efficiency in complex scenarios. In terms of governance, the protocol has transferred core permissions to a multi-signature contract and adopted a dual-track governance model, with developers and core community members each holding 50% of the decision-making power. The execution threshold is set at 65%, further enhancing decentralization. This upgrade marks the protocol's transition towards community autonomy, providing a reference for technology and governance in the DeFi sector. #SatoshiProtocol#Layer2#Blockchain#DeFi#Governance#Decentralization#OnChainData#NetworkLaunch#Crypto#MultiSignature#ProtocolUpgrade#CommunityAutonomy

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