The government isn't going to be making chip fabs go any faster which is the biggest limitation here.

The second big issue is that it takes months to fab chips meaning your hardware AI is months to maybe a year or more behind the times when it lands.

I do think it makes sense for something like a medical scanner where the model simply doesn't need constant updates, but that doesn't need government involvement to ship.