I think this is the solution to the Fermi paradox, that space is simply too big for civilizations across the galaxy too discover each other, let alone interact with each other.

Further more I don't think technologically advanced civilizations will be wasting their time and resources in colonizing new works, space is simply too big for that. And that they would conduct their explorations with telescopes, not probes, space is simply too big for probes.