#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
የዳግማዊ አፄ ምኒልክ የታላቁ ቤተመንግሥት የጥበቃ ቤቶች በዘመናቸው ፤ ፬ ኪሎ - አዲስ አበባ
Guardhouses Of The Grand Palace of Emperor Menelik II, 4 Kilo - Addis Ababa;
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ፕሬዝዳንት መንግስቱ ኃይለማርያም ከአሜሪካ ለአፍሪካ ቡድን ጋር በኢትዮጵያ ስለተከሰተው ረሃብ እና በሰብአዊ እርዳታ ትብብር ላይ ለመወያየት በፅህፈት ቤታቸው ጋብዘው በሚወያዩበት ወቅት ፤ 1977 ዓ.ም (አዲስ አበባ)
Ethiopian President Mengistu Haile Mariam meets with the 'USA for Africa' team in his office, 1985, as part of discussions on humanitarian aid and collaboration amidst the Ethiopian famine crisi.
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