#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
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#ONT/USDT analysis :
#ONT has successfully broken out and is currently testing a previously respected resistance zone. The price has rebounded from this zone, and it is expected to resume its upward momentum, aiming to test previous highs.
TF : 1D
Entry : $0.2595
Target : $0.3900
SL : $0.2050
#ONT/USDT analysis -
#ONT be in downtrend trading below 200ema. After a corrective pullback, price retraced to 200ema and getting rejected. It is expected to drop from current level and test previous lows.
TF : 4H
Entry : $0.2013
Target : $0.1597
SL : $0.2125