#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
📊#XVG – POSITION UPDATE
Placed initial bids in the $0.0076 – $0.0078 zone.
This area is acting as a key decision level.
If the weekly candle closes above $0.0078, it would mark the first confirmed breakout since 2024.
In that case, continuation setups will be considered.
Until then, patience matters.
#XVG/USDT analysis :
#XVG is currently consolidating sideways. The price has tested and held support. A rebound from this support level is anticipated, with the target being the resistance level.
TF : 4h
Entry : $0.005600
Target : $0.007415
SL : $0.004360
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