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Source channel @githubtrending · Post #14925 · Jul 7

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#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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真正的中國泵 ChinaPump🐳🇨🇳 🇺🇸🚀🌖

@realchinapump · Post #545 · 11/30/2025, 06:38 AM

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测评: $FYP 🔥 从上线就一直在观察 —— TikTok 上的 #fyp 话题已有超过 800 亿条帖子，热度恐怖。现在正是关注的好时机。. CA: 92osn2od5XnfAQW6XXGY5ZFXDFMA5JUmEUms7jvYpump https://gmgn.ai/sol/token/EkzrgkGr_92osn2od5XnfAQW6XXGY5ZFXDFMA5JUmEUms7jvYpump

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