#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
#RIF/USDT analysis :
Following a significant decline of -83% from its all-time high, the price has found support at the $0.0600 level. Subsequently, it has bounced back and successfully broken above the trendline, indicating a confirmation of anticipated bullish momentum. It is expected that the price will continue this upward trajectory and test the previous swing high.
TF : 1W
Entry : $0.1117
Target : $0.3377
SL : $0.0766
#RIF/USDT analysis :
#RIF is trading above the support zone and the 200 EMA. The price is anticipated to rebound from this level and proceed to rise, testing the previous swing high.
TF : 15min
Entry : $0.0977
Target : $0.1007
SL : $0.0956
#RIF yielded an impressive 3,010% return in a few days ⭐
If you used 200x leverage on this signal, you would've made a mind-blowing profit of 12,040%🤩
$50💰 would return $750💵
$50 💰 would return $1,500
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$50💰 would return $6,000💰
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#RIF
I'm expecting roughly this kind of movement on this asset, either with streaming start ups behind our magnets from above.
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