#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
🌍 Libya’s Libyan Desert holds sand seas with dunes reaching up to 180 meters tall. These giant dunes constantly shift with the wind, creating landscapes that can look completely different in just a few years. ✨
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🌍 In the Taklamakan Desert of China, some sand dunes reach up to 300 meters tall. Shifting winds keep these giant dunes moving, constantly reshaping the landscape year after year. ✨
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🌍 In Australia’s Simpson Desert, certain red sand dunes can “move” up to a meter each year as winds slowly push millions of grains, gradually shifting entire hills across the arid landscape. ✨
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🌍 The world's highest coastal dune towers 352 meters above sea level at Pilat Dune in France. This massive sand formation shifts yearly as Atlantic winds pile new layers along the shore. ✨
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🌍 The Namib Sand Sea is the only coastal desert made entirely of shifting sand dunes recognized as a UNESCO World Heritage site, with winds constantly sculpting waves of sand along the Atlantic coast. ✨
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