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Source channel @githubtrending · Post #14925 · Jul 7
#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5]. https://github.com/humanlayer/12-factor-agents
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@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
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@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