4. The only civilizations that survive long-term are the ones that realize that exponential growth is unsustainable, and completely reorient to a lower-energy state. This would make them undetectable to us.
(I talked about this idea, called "Homeostatic awakening," a few days ago, with lots of interesting comments: https://mastodon.social/@sundogplanets/111478947136600731)