#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
#MLN/USDT analysis :
#MLN is currently in a downtrend, characterized by a series of lower lows (LLs) and lower highs (LHs). The price is presently trading within a resistance zone, where it is anticipated to encounter resistance. As a result, a decline is expected from this level, with the price likely to test lower levels in the near future.
TF : 4H
Entry : $18.60
Target : $16.37
SL : $19.75