#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
#RUNE/USDT analysis :
#RUNE has retested the resistance zone following a bullish impulsive move. The price is anticipated to bounce from the current level and test higher levels.
TF : 1W
Entry : $2.190
Target : $7.566
SL : $1.314
#RUNE/USDT analysis :
#RUNE has recently broken out of the 200 EMA with strong bullish momentum. The price is currently showing bullish price action. It is expected to rise higher. Before that, the price is expected to pull back and then rise higher. Wait for the price to test the support zone for a long entry.
TF : 2H
Entry : $3.813
Target : $4.233
SL : $3.603
#rune scalping opportunity 🧐
After the big dump, the previously formed liqudation void was closed. From here, it would either turn or dump would continue.
When we look at the short time frame, we see that it can start the rise by forming a failure swing.