Thermal dissipation scales quartically with T, that's about as graceful as you can get from a physics POV, very few things scale at that rate.
COTs GPUs throttle at about 90-100C but that's because they have plastic parts and solder that melts. Those are relatively easy to eliminate.
We haven't tried much to scale up operating temp.