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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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V1 Blog 科技｜生活｜主机评测｜Apple

@V1_BLOG · Post #1427 · 09/01/2019, 11:30 AM

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测速机场：N3RO 测速宽带：广州移动200M 测速时间：0831，4PM 官网：咕咕 清晰测速图：https://bit.ly/2P9XhXJ 测速By-V1测速组 #n3ro 频道：@V1_BLOG 群组：@V1blog_group

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V1 Blog 科技｜生活｜主机评测｜Apple

@V1_BLOG · Post #2087 · 04/29/2020, 01:46 PM

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测速机场: N3RO 测速宽带: 广东电信200M 测速时间: 4.29 官网: http://bit.ly/32YVRT5 价格表: https://t.me/V1blog_g/27685 清晰测速图 图一(早上): https://t.me/speedtest_V1/173 图二(晚高峰): https://t.me/speedtest_V1/174 测速By-V1测速组 #n3ro#对比 频道群组投稿

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