Philosophy Points are equivalent to experience points in a video game.
Each item is linked to a Philosophy, when you buy an item you earn Philosophy Points associated with the Philosophy of the item. It is also possible to earn some in Capsules.
Make sure to fully master a Philosophy, or partially master each Philosophy? It's up to you.