What does "philosophize" mean?

Philosophize: To reason like a philosopher; to search into the reason and nature of things; to investigate phenomena, and assign rational causes for their existence. Man philosophizes as he lives. He may philosophize well or ill, but philosophize he must. Sir W. Hamilton.