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Source channel @githubtrending · Post #15433 · Jan 23

#python#deepseek#demo#easy#embedding#flask#gpt#huggingface_transformers#llm#mcp#multimodal#openai#qwen#rag#sentence_transformers#ui#vllm#vlm UltraRAG is a lightweight framework that makes building retrieval-augmented generation (RAG) systems simple and fast. It uses a low-code approach where you write just dozens of lines of YAML configuration instead of complex code to create sophisticated AI workflows with conditional logic and loops. The framework includes a visual development environment where you can drag-and-drop to build pipelines, adjust parameters in real-time, and instantly convert your logic into interactive chat applications. This means you can deploy powerful AI systems that ground answers in your own data—reducing hallucinations and improving accuracy—without needing extensive coding expertise or lengthy development cycles. https://github.com/OpenBMB/UltraRAG

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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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