Aliens will most likely be robotic and guided by AI—so we'll need our own AI to figure them out.
If some UAP turn out to be extraterrestrial technology, they could be dropping sensors for a subsequent craft to tune into. What if ‘Oumuamua is such a craft?
Statistics tell us that individuals are most likely to be somewhere around the middle part of their life. The same could be true of the human race.