You can still discover it for yourself even if AI discovered it first (or some other human, or an alien on another planet). It is fun to figure out how something works, in and of itself
Absolutely. One of the best pieces of advice my PhD advisor gave me was that to really understand a particular result I would usually have to redo the proof of it myself (even after reading someone else's proof).
that's not nearly as exciting as uncovering something new first yourself, but I agree to some extent. Also that's not something you'll get paid for, it's basically coursework at that point.