The deeper you go, the more problematic the cooling and oxygen / CO2 recycling becomes. Not saying it can't be done. With a black budget, anything is possible.
I'd guess you wouldn't want to go more than a couple of miles down - which for most purposes, is undetectable. But what do I know?