#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
#ALPINE/USDT analysis :
#ALPINE is currently in a downtrend, trading below the 200 Exponential Moving Average (EMA) and making new lows. The price is expected to continue its bearish momentum and test lower levels. For a short entry, wait for the price to test the zone and resume its bearish momentum.
TF : 4H
Entry : $0.923
Target : $0.819
SL : $0.991
#ALPINE/USDT analysis :
#ALPINE is in a downtrend, trading below the 200 EMA. The price is currently facing rejection from the resistance zone and is expected to continue its downward movement. look for retracement to enter short positions.
TF : 4H
Entry : $1.094
Target : $0.917
SL : $1.202
#ALPINE/USDT analysis -
#ALPINE is in a downtrend. It is currently experiencing a pullback while finding support over the trendline. Wait for the price to break the trendline for a short entry as the price is expected to face resistance from the 200 EMA and continue its bearish momentum.
TF : 1H
Entry : $1.055
Target : $0.927
SL : $1.124