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"It will end up a cheap commodity that is basically free to produce."

Wouldn't this just mean that hardware manufacturers capture the profits, not hyperscalers?

Probably. Selling gear to shovel gpus into datacenters is gonna be profitable for a while, no matter how this pans out.