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The New Stack tests local AI workloads on the Surface Laptop Ultra

1 reports1 story updatesUpdated Oct 16 20:00

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The New Stack conducted hands-on testing of local AI model performance on Microsoft's Surface Laptop Ultra. The tested model uses the Nvidia N1X platform, a Blackwell RTX GPU, and 64GB of memory, with a configured price of $4,300. Test results showed that Nemotron 3.5 Bolt reached 56-60 tokens/s; 8-bit Qwen 3.8 27B managed only 8-9 tokens/s, and rose to 25-28 tokens/s after dropping to 4-bit. After unplugging, AI workload performance dropped by about 20%-25%, which does not match Microsoft's claim of retaining 99.6%. There are currently no further developments.

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Running local AI models on the Microsoft Surface Laptop Ultra: hands-on findings

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  1. The New Stack tests local AI workloads on the Surface Laptop Ultra

    Source:The New Stack

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Oct 16

  1. The New Stack

    Running local AI models on the Microsoft Surface Laptop Ultra: hands-on findings

    The New Stack tested running local AI models on the Microsoft Surface Laptop Ultra (Nvidia N1X platform, Blackwell RTX GPU, 64GB of memory, $4,300 configuration): Nemotron 3.5 Bolt reached 56-60 tokens/s, while 8-bit Qwen 3.8 27B managed only 8-9 tokens/s, recovering to 25-28 tokens/s after dropping to 4-bit. On battery, AI workload performance dropped by about 20%-25%, inconsistent with Microsoft's claim of retaining 99.6%.

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