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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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Teach For Uzbekistan | Official

@teachforuzbekistan · Post #272 · 07/23/2025, 02:34 PM

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♻️ Yozgi institut ishtirokchilari ekologiyani asrash g‘oyasini real hayotda sinab ko‘rishlari uchun Ecology Day o‘tkazildi. 🗳 Ular oddiy qog‘oz, karton va plastik idishlardan hayratlanarli ijodiy ishlarni yasashdi. 🌍 Kimdir chiroyli guldon yasagan bo‘lsa, 🔧 kimdir foydali uy jihozi yoki o‘yinchoq, 🏠 yana kimdir qushlar uchun chiroyli uycha yasadi. 👥 Jarayonning o‘zi ham juda quvonarli va do‘stona muhitda o‘tdi. 💚 Ijodiy ishlarda ishtirok etganlar yashil kelajak uchun mas’uliyat hissi va jamoaviylikni yanada mustahkamladilar. 💬💬💬🗣 ♻️ To experience environmental care in action, our participants celebrated Ecology Day by turning everyday materials like paper, cardboard, and plastic bottles into creative and useful items. 🎨 Some made beautiful vases, 🛠 others created handy household items or toys, 🏡 and a few even crafted birdhouses! 👥 The entire process took place in a joyful, friendly atmosphere. 💚 Those who took part strengthened their sense of responsibility for a greener future and the value of teamwork. #EcologyDay#GreenFuture#SummerInstitute#TeachForUzbekistan#Sustainability#RecycleAndCreate

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