Any course of events in which the behavior of the military becomes news, is tantamount to the most radical change in US constitution order imaginable.
I suppose. It would be a unique and difficult event, but I truly think that it is more likely the military would remove him from office and return control to whoever is next in line. It doesn't have to invalidate the Constitution (or even part of it). The rule of law and order in this country is far more stable and respected than most countries vulnerable to this type of takeover. Plus, I like to think that the military leaders would understand that trying to stay in power would almost surely result in a civil war and that they wouldn't be able to depend on continued control of the military in such an event.
Though, none of this is to say it couldn't happen, but rather that I think it is more likely than not to return to regular order after a short spell of disorder. Probably would also be fair to say that whichever political party the rogue president came from would be done for.