I won’t give it away, but he elegantly solves this paradox, and the story arc involves multiple time loops, each leading to a worse outcome after the time travelers seek to fix the problem they created earlier.

It kinda has a time traveler “Breaking Bad” feel to it, where the time travelers themselves have to resort to greater and greater evils to try to undo their previous one.