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Source channel @githubtrending · Post #15433 · Jan 23

#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

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Google Facts™ [ ️@googlefactss🌎]

@googlefactss · Post #40824 · 03/18/2026, 08:32 PM

Only about 30 locations worldwide feature singing dunes, primarily crescent-shaped barchans, found in deserts like the Gobi, Mojave, and Taklamakan. These dunes produce deep hums or musical notes when sand avalanches slide down their slopes. The sound happens as grains of sand rub together, creating vibrations amplified by the dune’s structure, much like a violin or cello. The sand must be dry, with grains that are uniform in size and spherical, allowing for optimal vibration transfer. Acting like a natural instrument, the dune resonates and amplifies the sound, which can be heard up to 10 km away. This unique phenomenon can last for minutes, depending on the dune. Not all dunes sing, as specific conditions—like dry sand and the right grain size—are required for the sound. 🎶🏜️🎵 [Read and hear more] [Read and see more] @googlefactss #SingingDunes#DesertSounds#NatureScience#GeologicalWonders#MusicalDunes#Dune