Ehhh. There is also one timeline where Calliope won and like ... how low of a possibility was that?

Calliope predominated over Caliborn after simply not meeting anyone. Without her cheery demeanor and reduced to isolation, her will and determination proved to be overwhelming to the assholish brat that is Caliborn. It’s not that hard to imagine really.