#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
#ERN/USDT analysis :
#ERN is currently in an uptrend, trading above the 200 Exponential Moving Average (EMA). The price has recently bounced back and broken out above the trendline, suggesting a potential continuation of the uptrend. The price is anticipated to move upside and test the swing high level.
TF : 30min
Entry : $1.704
Target : $1.992
SL : $1.620
#ERN/USDT analysis :
#ERN is currently in a bearish trend, characterized by a series of lower lows (LLs) and lower highs (LHs) while adhering to the trendline. The price is anticipated to continue this direction, testing lower levels in the near future.
TF : 1D
Entry : $2.230
Target : $1.610
SL : $2.608
#ERN/USDT analysis :
#ERN has broken out above the 200 EMA and is currently consolidating above it. The price is expected to sustain its bullish momentum and is likely to continue its upward trajectory.
TF : 4h
Entry : $2.277
Target : $2.554
SL : $2.088