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Unplug the Surface Laptop Ultra and qwen3-coder drops from 94 to 73 tokens a second: RTX Spark on battery

This story is from 2026-11-05. It is preserved in the archive; the latest stories are on the live feed.

Plugged in, my Surface Laptop Ultra answers short coding prompts from qwen3-coder:30b at 94 tokens a second. On battery, it manages 73, and the way it gets there is the interesting part: the GPU runs at full clock for about ten seconds and then the power budget drops from 33 W to 17 W. The first pr…

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  1. 2026-11-05 14:09 · DEV Community — AI
    Unplug the Surface Laptop Ultra and qwen3-coder drops from 94 to 73 tokens a second: RTX Spark on battery

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