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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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#typescript #12_factor #12_factor_agents #agents #ai #context_window #framework #llms #memory #orchestration #prompt_engineering #rag

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🎉 Efficiency资源干货全收录

@Quanshoulu · Post #9853 · 02/28/2026, 12:39 PM

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#RSS 由leduchuong 维护的 WebUI 优先 Telegram 自动转发与 RSS 运营平台，集成 Setup Wizard、规则过滤、AI 处理、日志监控与 Bot 控制，适合 NAS/HomeLab 长期运行。 https://github.com/leduchuong48-byte/telegram_autotgtoward

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🎉 Efficiency资源干货全收录

@Quanshoulu · Post #9610 · 02/05/2026, 10:20 AM

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#RSS 一个基于 Spring Boot 的智能 RSS 过滤系统，集成 AI 能力实现个性化内容筛选。支持多用户、多 RSS 源，自动处理并生成符合个人偏好的自定义 RSS 订阅。 https://github.com/My-Search/ai-rss-hub

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We want you

@we_want_youu · Post #4142 · 08/11/2024, 10:43 AM

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Hindu extremists (#Rss bajrang dal etc) always torturing harmless indian Muslims