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I don't think this is true. AMD's hardware, on paper at least, offers the same or better performance than Nvidia. Eg the Mi355x vs B300 is close. The former released before Nvidia's GPU.

The same story goes back for years and years in consumer hardware too. AMD GPUs often had more raw compute capability, but fell short in actual game performance (or other applications).

Nvidia's moat is, at least partially, the software to make the hardware useful.

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This is a great point I overlooked, thanks.

The hyperscalers are one story but research/consumer/“Everyman” inference is likely very different.

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