What exactly are the consequences of breaking an Early Decision agreement?

Sounds like you are considering gaming the system which is always dangerous. Admissions and college admin who deal with thousands of apps annually always know more than the kid applying for the one and only time in their life. Be careful you don’t get yourself into a pickle…