#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
#MBOX/USDT analysis :
#MBOX is currently in a downtrend, trading below the 200 EMA. The price has been rejected from the resistance zone and broken below the trendline. It is expected to decline further and test the swing low.
TF : 2h
Entry : $0.0845
Target : $0.0756
SL : $0.0900
#MBOX/USDT analysis :
#MBOX is in a downtrend, consistently making lower lows (LLs) and lower highs (LHs) below the 200 EMA. Currently, the price is retracing towards the 200 EMA and a resistance zone. It is anticipated that the price will test this zone before reverting back to continue its bearish momentum, potentially reaching lower levels.
TF : 4h
Entry : $0.1865
Target : $0.1566
SL : $0.2037
#MBOX/USDT analysis :
#Mbox is currently in a downtrend, trading below the 200 EMA. The price is forming a structure of lower lows and lower highs. It is facing rejection from the resistance zone, which suggests a potential reversal that could reinforce its bearish trend and test previous lows.
TF : 15min
Entry : $0.1332
Target : $0.1269
SL : $0.1366