#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
🌎 On the island of Märket in the Baltic Sea, the Finland-Sweden border cuts through a tiny lighthouse. The border was shifted in 1985 so both nations could share the landmark, creating a zigzag international line only 500 meters long. ✨
#borders⚡#geography⚡#lighthouse
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🌎 The Flannan Isles Lighthouse mystery remains unsolved: in December 1900, three lighthouse keepers disappeared from a remote Scottish island. No bodies or clues to their fate were found, and weather records suggest a sudden storm struck the area. The lighthouse was left locked, with meals untouched and logs stopping abruptly on December 15. ✨
#mystery⚡#lighthouse⚡#Scotland
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