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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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以太坊区块链新闻| ETH 以太币圈热瓜

@ethereumglobalnews · Post #929 · 10/12/2025, 04:58 AM

⚠️ 🤣以太區塊鏈新聞 📆 2025-10-12 🎁📲 EthereumGlobalNews |🇰🇷區塊鏈市場觀察 🇰🇷【#SouthKorea稅務局:逃漏稅將查扣冷錢包】 : 為追蹤鏈上資金流,若懷疑資產藏離線,將依法執行查緝。韓國國稅廳(NTS)警告:若加密持有人未繳稅,將可能於家中搜查並扣押冷錢包、硬碟、電腦。 #冷錢包#稅務監管#區塊鏈追蹤#CryptoTax#NTS

Crypto M - Crypto News

@CryptoM · Post #64567 · 04/09/2026, 08:32 AM

🚀 South Korea's Unclear Tax Standards for Crypto Income Raise Concerns South Korea's National Tax Service has yet to establish definitive tax guidelines for decentralized finance (DeFi), staking, lending, and other forms of cryptocurrency income ahead of the new virtual asset tax regime set to begin next January. According to NS3.AI, the agency, in a written response to lawmaker Song Eon-seog, indicated that it is currently gathering international legislative examples and expert opinions to inform its approach. The lack of clarity on taxing profits from overseas exchanges outside the 56 jurisdictions covered by the Crypto-Asset Reporting Framework could lead to issues of fairness and potential capital flight. #SouthKorea#CryptoTax#DeFi#Staking#Lending#VirtualAssets#TaxRegime#NationalTaxService#CapitalFlight#InternationalLegislation