Maybe a single, superintelligent civilization has indeed taken over the galaxy and has imposed strict radio silence because it's paranoid of any potential competitors.
Eventually, it may modify and upgrade itself, evolving into a superintelligent system that leaves humankind in the dust, perhaps more than just metaphorically.