#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 world’s biggest human migration still happens every year in China, as hundreds of millions travel during Lunar New Year— the largest annual movement of people on Earth. ✨
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🌍 In 2022, the number of international migrants reached an estimated 281 million—more than triple the figure from 1970—making up 3.6% of the world’s total population today. ✨
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🌍 Since the 1990s, the number of people living outside their birthplace has more than doubled, with most international migration now happening between countries in Asia and Europe. ✨
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🌍 Tokyo’s Shibuya Crossing is one of the busiest pedestrian intersections in the world, where as many as 3,000 people can cross with every green light, illustrating dense urban flow. ✨
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