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Do you need GPUs for this? Make the case for CPU or a non-NVIDIA accelerator.

GPUs are the default for reasons that hold for large generative models and not for everything else. A small classifier on CPU can be cheaper, more available and easier to operate, and knowing where the crossover sits is worth more than knowing the newest card.

Grounded in researched DevOps, SRE and platform engineering interview loops, written to a senior-engineer editorial bar, and never padded to hit a word count.

GPUs are the default for reasons that hold for large generative models and not for everything else. A small classifier on CPU can be cheaper, more available and easier to operate, and knowing where the crossover sits is worth more than knowing the newest card.

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