#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
#XTZ/USDT analysis :
#XTZ is in an uptrend and has broken out above the 200 EMA and previous highs. Currently, the price is retesting the previous resistance zone, which has now turned into support. It is anticipated that the price will rebound from this level and resume bullish momentum to test the previous highs.
TF : 1D
Entry : $1.012
Target : $1.800
SL : $0.783
#XTZ/USDT analysis :
#XTZ has broken below the 200 EMA and has retested it. Currently, the price is encountering resistance from the resistance zone, and it is expected to decline from here. A drop is anticipated, potentially leading to a test of previous lows.
TF : 2H
Entry : $1.420
Target : $1.150
SL : $1.530
#XTZ/USDT analysis :
#XTZ has broken out and retested the previous swing high and the 200 EMA. The price is expected to bounce back from this level and test the higher levels.
TF : 4H
Entry : $0.694
Target : $0.744
SL : $0.661
#XTZ/USDT analysis :
#XTZ is again approaching the 200 EMA resistance after facing rejection from there and is expected to continue its bearish momentum once the zone is tested. The previous low will be the target level.
TF : 2H
Entry : $0.687
Target : $0.591
SL : $0.709