#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
Withering soul
Little by little she dies everyday
Demons everywhere she's losing her sight
Pain has reached her bones
Breathing freely is a luxury now
she resists but she knows she is a withering soul
she is screaming but can anyone hear her?
The world's gone deaf
All eyes are shut, no one sees what's right in front of them
She is not the only one
She won't be the last one
Time is a flat circle, Nietzsche said
Once upon a time humans came into this world, cursed to repeat their doings time and time and time again
Fading souls don't await the eternal rest
There is no rest, there is no end to their agony
Trapped they are, born prisoners
Freedom was never a dream only an illusion
#review
#modern#poetry
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