What if everyone knows that all the models are flawed, but the geocentric model makes the best predictions in one sub-domain, and the heliocentric model in another?
Well, if you replace "geocentric model" and "heliocentric model" with "general relativity" and "quantum field theory" that's pretty much the situation that obtains in present-day theoretical physics.
Another month, another rationality quotes thread. The rules are: