An AMD GPU Beat My Mac on Llama 8B. The Same GPU Lost on Phi-3.

Same hardware. Same benchmark. Opposite winner depending on model size. Cross-platform inference numbers on Mac M2 Pro Metal, Linux RTX 2080 Ti CUDA, and Windows RX 6600 XT Vulkan, plus the hardware tier ceiling none of them clear.

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