#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
#The_Archtectural_Digest🇺🇸📕[PDF]⬇️
#November2025
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For learning, for free(dom).
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In this issue, the #VibeShift is real. From a surreal farmhouse in #Tuscany reimagined by #CrosbyStudios to a lush retreat in #Provence, this issue dives deep into spaces that blur heritage with fantasy. Don’t miss the moody Milan makeover, #MagicRealism in #MexicoCity, and chic restraint from Zooey Deschanel’s Manhattan nest. Plus, we spotlight the best in #DesignAwards, sculptural bathtubs, and the revival of silver tabletop glamour. #InteriorDesign#MinimalistAesthetic#AD100#GlobalDesign#ArchitecturalDigest#CreativeSpaces#DesignTrends
KUYCON G27P — обзор монитора, который меняет представление о комфортной и быстрой работе
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В этом видео мы подробно разбираем возможности нового KUYCON G27P — универсального 27-дюймового монитора, созданного для тех, кто работает с графикой, играет, монтирует или просто хочет получить максимальный комфорт от каждой минуты за компьютером
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