This is general compute hardware as I understand it. It will not go unused no matter what happens. If new algorithms appear that reduce the number of calculations needed per token for an llm they are probably still good. It's not like silicon advances are accelerating.

If it's built in stages each state will have never variants of hardware I imagine.