#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
🪐 In 2022, scientists used data from the Atacama Cosmology Telescope in Chile to make the sharpest-ever map of the cosmic microwave background’s subtle temperature patterns. This ancient light, which blankets galaxies like our Milky Way, holds whisper-faint traces left by the first matter clumps—revealing how gravity, even in the universe’s earliest moments, started pulling atoms together to form all the cosmic structures we see today. ✨
#microwave⚡#background⚡#universe⚡#gravity⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#cosmos⚡#space
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🪐 The cosmic microwave background (CMB) is a faint glow that fills the universe, left over from when the cosmos was just 380,000 years old. Tiny temperature differences in the CMB, first mapped in detail by the Planck satellite, reveal subtle "hot" and "cold" spots—clues to how galaxies, like the Milky Way and Andromeda, began to form from small ripples in the early universe. ✨
#microwave⚡#background⚡#universe⚡#Planck⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#cosmos⚡#space
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🪐 The cosmic microwave background contains faint "Sunyaev-Zel’dovich effects," which happen when the ancient microwave light passes through hot gas in galaxy clusters like the Bullet Cluster. This process boosts the energy of some photons (light particles), leaving tiny shadows in the background glow—allowing astronomers to map both distant galaxy clusters and the hot plasma between galaxies by studying these subtle marks in the oldest light in the universe. ✨
#microwave⚡#background⚡#galaxyclusters⚡#plasma⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space
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