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Geoff Tate believes that GPU units, led by Nvidia, still have strong advantages in flexibility and integrated systems, but custom chips from Google, Amazon, OpenAI, and others have begun competing with them directly. The future of dominance depends on GPU manufacturers’ ability to address power, chip, and memory constraints, as well as on proving custom chips’ performance beyond initial benchmarks.