#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
#ATA/USDT analysis :
#ATA is currently finding support above the 200-period exponential moving average (200 EMA) within the support zone. The price is anticipated to test this zone and maintain its bullish momentum to reach the previous swing high.
TF : 4h
Entry : $0.0900
Target : $0.0983
SL : $0.0850
Currently, #ATAUSDT is compressed within a falling wedge pattern, a classic bullish reversal signal.
Should #ATA fail to bounce back from the $0.0820-$0.0700 support, our eyes will be on the next critical level at $0.0580. Historically, this level has been a stronghold, and the probability of a rebound here is notably higher.
But if $ATA breaks below these key support levels, the bears might take control, potentially leading to a bearish continuation.