#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
苹果 M4 Pro / Max 款 MacBook Pro 推迟发货时间，M5 Pro / Max 机型有望 1 月 28 日发布
苹果美国官网显示，M4 Pro/Max MacBook Pro 机型供应收紧，发货时间推迟至2月6日后，部分定制机型甚至延至3月17日。这通常是新品发布前的迹象。有消息称，搭载M5 Pro/Max芯片的新款MacBook Pro可能于1月28日悄然上架官网。
标签:#apple#macbookpro
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Apple unveils new MacBooks, AirPods
Apple unveiled its latest products, including two new MacBook Pro models that use in-house chips, a new generation of AirPods, and a $5-per-month music streaming service
#AppleEvent#MacBookPro#News#Reuters
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