#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
#FIO/USDT analysis :
#FIO is in an uptrend, forming higher highs (HHs) and higher lows (HLs) while trading above the 200 EMA. The price has broken out and retested the previous swing high resistance levels. It is expected to bounce back from this point and continue its bullish momentum to test the recent swing high.
TF : 1D
Entry : $0.0305
Target : $0.0417
SL : $0.0270
#FIO/USDT analysis :
#FIO is currently in an uptrend, forming higher highs (HHs) and higher lows (HLs), while finding support above the trendline. The price is anticipated to rebound from the current level to sustain its bullish momentum and test new highs.
TF : 4h
Entry : $0.0259
Target : $0.0300
SL : $0.0238
#FIO/USDT analysis :
#FIO is currently experiencing a decline from the resistance zone following rejections in that region. It is anticipated to maintain its downward momentum and possibly test previous lows.
TF : 4H
Entry : $0.0198
Target : $0.0162
SL : $0.0210