Simple answer: you don't. Longer answer: It depends. Do you want to use yum or apt-get to install programs? If you like CentOS, create a CentOS container with Docker and begin installing programs using yum! Ubuntu? Spool up an Ubuntu container and apt-get away! CoreOS is just the cradle upon which you can run the userland of any distribution you please.