#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
#ETHFI
Here's a closer look at the technical analysis:
• Volume has been steadily increasing over the past three days.
• The 5-day Exponential Moving Average (EMA5) has crossed over the 20-day EMA, indicating a positive trend.
• While the Relative Strength Index (RSI) is high in lower time frames, it remains relatively low on the daily chart.
The price has broken out of resistance with significant volume. If it can sustain this momentum without retracing back into the previous range, there's potential for further upward movement