#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
#CAKE/USDT analysis :
#CAKE has retraced and tapped the previous resistance zone, which is now support for the price. Bullish momentum is expected from the current level. Wait for the price to bounce back and break out of the $2.614 level to go long, with the previous swing high as the target level.
TF : 1D
Entry : $2.614
Target : $4.180
SL : $1.992
#CAKE/USDT analysis :
#CAKE is currently in an uptrend, forming higher highs (HHs) and higher lows (HLs) above the 200 Exponential Moving Average (200EMA). The price is anticipated to undergo a retracement and test a support zone before resuming its bullish momentum. A new high is likely to be established soon.
TF : 15min
Entry : $2.033
Target : $2.091
SL : $2.004