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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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@limnosdsstation · Post #11040 · 04/09/2026, 07:50 PM

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#VRchat https://x.com/PURA_GE/status/2042156883835023466 プラスチックくらげ : 「ねぇ…実は…💕 ずらしギミックを入れたの…💕」 ──？？？？どこをずらすの？？？ 「照準。」 * 「呐……那个……其实我把扒开那个的功能给装上了哦……💕」 ──？？？？具体是指把什么扒开？？？ 「准星。」 **“我最多陪你玩7分钟”——威斯克

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