That makes no sense. Do you think their plan is to spend billions of dollars and build infrastructure mega projects just to let it sit idle?

Did the rise personal computing make data centers and super computers obsolete?

Any advance in inference that allows local models to do the job will also benefit hyperscalers. Imagine the sheer amount of compute they could throw at problems if each 32GB of VRAM was enough for frontier reasoning.