Yes, in the sciences and engineering faster computers = larger, more accurate models one can feasibly study. So while the old models might run faster, many researchers will transition to solving more complicated problems that become just as slow as what we solve now.
We're not going to have a computer that can solve the Schrodinger Equation for a brain anytime soon.