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Source channel @nnnoteee · Post #809 · Nov 4

#酷 贩子要急了 lmarena的请求体格式变了,用户发的消息或历史消息改成在云端存储了,完全无法注入 可能大的要来了吧 闹钟LLM骇客,你在哪

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@githubtrending · Post #14925 · 07/07/2025, 12:30 PM

#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