If you sum up experimental physics into one heuristic it is “avoid fooling yourself with assumptions” - I left physics over a decade ago, but I feel confident that physicists still work hard to understand what they observe and don’t let LLMs have all the fun. If there’s one field of science where the scientists are legitimately allowed to go all the way back to basics, it’s elementary particle physics.