All interesting types of development work can easily be done remotely. Google, Facebook, WhatsApp, name it. The unicorn billions are all things that never needed face-to-face spitting.
It is therefore probably the other way around. If the type of development work you're doing requires face-to-face spitting, you are not doing anything interesting anyway, and then it does not matter anyway, where exactly you are working on your next failure.