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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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Crypto M - Crypto News

@CryptoM · Post #65202 · 04/12/2026, 12:24 AM

🚀 EU Proposes Regulatory Shift for Cross-Border Institutions The European Union is considering a significant change in its regulatory framework for cross-border institutions. According to ChainCatcher, the proposal suggests transferring regulatory authority from national supervisory bodies to the European Securities and Markets Authority (ESMA). This shift would affect large Crypto Asset Service Providers (CASPs), trading venues, central counterparties, and central securities depositories. This proposal marks the most substantial structural adjustment in the EU's crypto regulatory framework since the Markets in Crypto-Assets Regulation (MiCA) was fully implemented for CASPs at the end of 2024. Under the current MiCA framework, national authorities serve as the primary regulators, while ESMA plays a coordinating role. #EU#regulatoryshift#crossborderinstitutions#ESMA#CryptoAssetServiceProviders#CASPs#MiCA#cryptoregulation#EUcrypto