#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
🌎 Southern China’s Stone Forest, or Shilin, is a dramatic landscape of towering limestone pillars shaped by both natural erosion and centuries of quarrying. Human mining over the last thousand years has altered parts of this ancient karst region, creating new rock formations and open spaces alongside original spires. ✨
#geology⚡#humanimpact⚡#landscapes
👉subscribe Interesting Planet
👉more Channels
🌍 Cities often create "urban heat islands," where temperatures are higher than surrounding areas due to concrete, asphalt, and less greenery. This effect can raise cities’ temperatures by several degrees. ✨
#urbanization⚡#temperature⚡#humanimpact⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography🌍
🌎 One of Earth's largest artificial lakes, Lake Volta in Ghana, was created in the 1960s by damming the Volta River. Spanning about 8,500 square kilometers, it supports fisheries and transportation but submerged forests and displaced over 78,000 people during its construction. ✨
#humanimpact⚡#reservoirs⚡#Africa
👉subscribe Interesting Planet
👉more channels Channel list
🌎 The Florida Everglades, once a vast slow-moving river system, has been dramatically altered by canals, levees, and drainage for agriculture and cities. Over 50% of the original wetlands have been lost since the early 20th century, reducing habitat for species like the Florida panther and snail kite. ✨
#Everglades⚡#wetlands⚡#humanimpact
👉subscribe Interesting Planet
👉more Channels