My guesses are that either new physics makes civilizations invisible to us once discovered or the much more mundane intelligent life develops along a path as to

My guesses are that either new physics makes civilizations invisible to us once discovered or the much more mundane intelligent life develops along a path as to not care to be visible or do the kinds of things we could see. If individuals had billion year long lifespans, sightings might just be staggeringly rare.