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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 #64584 · 04/09/2026, 09:15 AM

🚀 Dubai's VARA Issues Guidance on Virtual Asset Issuance Dubai's Virtual Assets Regulatory Authority (VARA) has released guidance detailing the structuring, disclosure, and distribution of virtual assets, including stablecoins and real-world asset tokens. According to NS3.AI, the document outlines three issuance pathways, specifying that Category 2 issuances must be distributed through intermediaries licensed by VARA. This guidance serves to interpret VARA's existing issuance rulebook rather than establish new laws. Ruben Bombardi, general counsel at VARA, stated that the framework aims to provide issuers with enhanced regulatory clarity and assist users in making more informed decisions. #Dubai#VARA#VirtualAssets#Stablecoins#RealWorldAssetTokens#RegulatoryGuidance#IssuancePathways#CryptoRegulation#Blockchain#DigitalAssets