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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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Nazira Inoyatova

@inoyatovanazira · Post #1300 · 11/22/2025, 06:01 AM

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Havo so‘nggi kunlarda sezilarli darajada og‘irlashdi. ❗️ Raqamlar endi faqat statistika emas, hammamiz nafas olayotgan havo. Shu bois shu kunlarda hushyor boʼlib, ochiq havodagi faoliyatingizni imkon qadar qisqartirishingizni, tashqariga chiqqanda niqob taqishingizni tavsiya etamiz. @avtoradio.uz — nafaqat musiqa, balki hammamiz uchun umum masalalar muhokama etiladigan, yechim sari intiladigan manzil. Jamiyat sifatida har dam bir bo‘lsak, natija albatta bo‘ladi. 🌿 #ToshkentHavosi#AvtoRadio#HavoIfoslanishi#AtrofMuhit#HavoSifatiniSaqlaymiz#Ekologiya#SoglomHayot#Chang#Smog#ToshkentBugun#HammaBirga

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102tv

@avtoradio102tv · Post #103 · 11/22/2025, 06:01 AM

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#toshkenthavosi #avtoradio #havoifoslanishi #atrofmuhit #havosifatinisaqlaymiz #ekologiya #soglomhayot #chang #smog #toshkentbugun #hammabirga