#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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#C98/USDT analysis :
#C98 is currently in a bearish trend, consistently making new lows. The price is expected to test the resistance zone before resuming its bearish momentum.
TF : 1h
Entry : $0.0872
Target : $0.0822
SL : $0.0900
#C98
Coin98 has successfully broken above the descendingchannel formation on the daily timeframe👀
Now, the price is holding above the previous resistance-turned-supportlevel
A bounce from the support zone could push the price toward targets at $0.077, $0.093, and $0.130
#C98 result
1st target achieved in just 15 hours✅
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