#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
#CKB/USDT analysis :
#CKB has retested the previously respected zone. The price is anticipated to rebound from the current level and test higher levels.
TF : 1W
Entry : $0.006300
Target : $0.020440
SL : $0.004500
#CKB/USDT analysis :
#CKB has experienced a breakout and has successfully retested the previous breakout zone. It is expected to rise from the current level and test previous highs. A bullish momentum is anticipated in the near future.
TF : 1D
Entry : $0.01408
Target : $0.01916
SL : $0.01239