#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
#CTSI/USDT analysis :
#CTSI is currently trading at a support zone and is expected to bounce back from this level, rising to test the resistance zone. A potential gain of 140% is anticipated from the current level.
TF : 1W
Entry : $0.1405
Target : $0.3404
SL : $0.0888
#CTSI/USDT analysis :
#CTSI has bounced off from the support zone and is expected to continue its bullish momentum towards the previous swing high.
TF : 30min
Entry : $0.1250
Target : $0.1295
SL : $0.1218