#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 Prime Meridian, set at 0° longitude, runs through Greenwich, England. Before 1884, over 20 different countries used their own starting meridian, making navigation confusing worldwide. ✨
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🌍 The line of longitude at 180°, known as the antimeridian, is mostly ocean but zigzags to avoid splitting island nations. This creates the International Date Line’s famous bends and detours. ✨
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🌍 The 180th meridian, a line of longitude, is opposite the Prime Meridian and mostly runs through the Pacific Ocean. It’s where calendar days officially change, creating the famous International Date Line. ✨
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🌍 The Equator is the longest line of latitude, stretching over 40,000 kilometers around Earth. By contrast, lines of longitude meet at the poles and are shortest where they cross the Arctic and Antarctic. ✨
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🌍 The geographic coordinates of the North Pole are always 90° north latitude, but its longitude can technically be any value—every line of longitude meets at this single icy point. ✨
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🌍 The Greenwich Meridian and 180th meridian form a pair of opposite lines that together define Earth's zero point for both longitude and geographic coordinates worldwide. ✨
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🌍 The Greenwich Meridian, which runs through London, is the starting point for measuring longitude. All other longitudes, east or west, are measured from this invisible line. ✨
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