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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 #64594 · 04/09/2026, 09:46 AM

🚀 WeChat Pay Launches AI Integration Toolbox for Seamless Payment Solutions WeChat Pay has officially introduced an AI-native integration toolbox designed to offer merchants and developers a streamlined payment integration solution. According to ChainCatcher, this toolbox facilitates the rapid generation of payment function code through natural language commands. The toolbox comprises Skill packages, AI-friendly documentation, and APIs, enabling one-click calls in mainstream AI development environments. Its 'verbal code generation' feature significantly reduces the development process from days to minutes, allowing quick integration of over 20 functions, including mini-program payments, H5 payments, refunds, and profit-sharing. Additionally, the toolbox includes AI diagnostic capabilities that automatically identify code logic issues and provide suggestions for fixes, minimizing financial and system risks during integration. It also supports interface troubleshooting and legacy code upgrades for existing system developers. This upgrade further advances the standardization and AI adaptation of payment capabilities, lowering the digital business barriers for small and medium-sized enterprises. #WeChatPay#AIintegration#PaymentSolutions#Developers#Merchants#AItoolbox#CodeGeneration#DigitalBusiness#SMEs#TechInnovation#PaymentAPI#Automation#SystemUpgrade