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Source channel @githubtrending · Post #15433 · Jan 23

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#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 #308 · 11/12/2025, 01:31 PM

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😎 Qashqadaryo viloyati Ko‘kdala tumanidagi 4-maktab o‘quvchilari o‘zlarining sevimli Tabiiy fan o‘qituvchisi — Zuxriddin Maxramov haqida iliq fikrlarini bildirishdi. 💬 Ustozlariga bo‘lgan hurmat va minnatdorchilik so‘zlari ularning ko‘zidagi samimiyat va faxrda yaqqol seziladi. 🟡🟡🟡 😎 Students of School No. 4 in Kukdala district, Kashkadarya region, shared their heartfelt thoughts about their beloved Natural Science teacher — Zukhriddin Makhramov. 💬 Words of respect and gratitude toward their teacher could be clearly felt in their sincere smiles and eyes full of pride. #TeachForUzbekistan#Qashqadaryo#FellowStory#Oqituvchi#Ilhom#EducationForAll 📱Instagram🕊Telegram🔹Linkedin📱Facebook📺YouTube🌍Veb sayt

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