To bail out on something means to terminate a commitment previously made. For example, you might bail out on a relationship, whether romantic, business, political or whatever. Or you might simply break a promise you had given.
It comes from the world of wartime aviation. Literally, to bail out means to jump out of the aircraft and deploy one's parachute.
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