#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
🐄🐄 𝘿𝙄𝙂𝙀𝙎𝙏𝙄𝙊𝙉 𝙄𝙉 🐄𝙍𝙐𝙈𝙄𝙉𝘼𝙉𝙏𝙎 🐄🐮
👉All herbivores (plant-eating mammals) are called ruminants.
👉They rechew the cud to break down plant matter and stimulate digestion.
👉The stomach is divided into four chambers- rumen, reticulum, omasum, and abomasum.
🐄🐮 𝙋𝙧𝙤𝙘𝙚𝙨𝙨 𝙊𝙛 𝘿𝙞𝙜𝙚𝙨𝙩𝙞𝙤𝙣 🐄🐮
👉Ruminants quickly swallow the food and store it in the rumen.
👉Once the rumen is filled, food is passed into the second chamber (reticulum).
👉In the reticulum, digestive juices partially digest the food.
👉Partially digested food is called cud.
👉Now when mammals are resting, bring the cud back into the mouth for rechewing.
👉After cud is chewed food is passed to the omasum and the abomasum.
👉Symbiotic bacteria in the caecum brought complete digestion of cellulose.
#digestion
https://t.me/starvetbooks