#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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😄Paint
➖➖➖➖➖➖
🔘 The noun paint refers to coloured liquid that makes things look nice. The verb has different meanings. It can mean to put paint on something with a brush.
🔜 I'm going to paint this wall yellow, and this one white.
🔜The table was painted green.
🔘 Paint can also mean to make a picture of something, using paint.
🔜 She painted a portrait of me, it looks great.
🔜 The artist painted the beautiful landscape.
🔘 Paint can also mean to apply a liquid (not just paint) to something with a brush.
🔜 Paint the pastry with egg before putting it in the oven.
🔜 Paint the wood preserver on the fence to protect it.
#Paint👨🏫@America
➖➖➖➖➖➖➖➖➖➖➖➖
🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
🇯🇵 Japan News @Japan
🇦🇪 UAE News @Dubai
▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys