Yes, if that state was reached, we would see supply go up and prices drop. In the HCOL areas I'm aware that state seems ever further away, seeing as how they're still building luxury stuff everywhere.
It seems "ever further away" because most cities in the US are literally decades behind on building enough housing. It's going to take drastic anti-NIMBY overhauls to allow enough to be built to actually catch up.