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  2. developer.nvidia.com developer.nvidia.com
    https://developer.nvidia.com/blog/bringing-ai-closer-to-the-edge-and-on-device-with-gemma-4/
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    1. fxp007 08 Apr 2026
      Using vLLM high-throughput LLM serving on DGX Spark provides a high-performance platform for the largest Gemma 4 models

      大多数人认为运行最大的Gemma 4模型需要专门的硬件和复杂的部署流程。但作者声称vLLM可以在DGX Spark上高效运行这些大型模型，暗示推理优化技术可能已经达到了一个临界点，使得复杂模型部署变得更加简单和高效。

      non-consensus inference deployment-simplification
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    developer.nvidia.com/blog/bringing-ai-closer-to-the-edge-and-on-device-with-gemma-4/