The way I think about this -- AI makes all of us managers. We need to figure out when we are convinced by what is brought in front of us, when to ask to do more checks/validation, when to fully reject, when to accept. To do this properly we need to have to have enough background knowledge to evaluate the what is AI brings, otherwise otherwise a person in the loop is simply not needed if they only type a prompt and always click yes.

I think people indeed need to constantly practice our low level skills, otherwise they will atrophy.