A graphics card used to pick a side: games or science. The generation this sample essay is written to admire doesn't. It renders a living room at night and then, in the same chassis, trains a small model before breakfast.
That's allowed to be exciting. A paper can say so without turning a product stack into a morality play. The people who buy these cards aren't extras in someone else's argument about the future. They're people who like pictures that move and numbers that finish.


The honest way to cover GPUs is to watch what they do in a house, not what a slide says they will do in a datacentre. Frame generation that looks like craft. Memory that doesn't make a researcher hold their breath. Drivers that remember a weekend exists.
The Gold Standard will file GPU copy as good news when the hardware actually helps. We won't invent a shortage. We won't dunk on a named private builder. A card that works in the evening and again in the lab is a civilisational treat.

House copy, marked Sample. The stance is permanent: graphics coverage in this paper is about capability, not scarcity theatre.

The paper
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