Actually, compression is an incredibly good way to think about intelligence. If you understand something really well then you can compress it a lot. If you can compress most of human knowledge effectively without much reconstruction error while shrinking it down by 99.5%, then you must have in the process arrived at a coherent and essentially correct world model, which is the basis of effective cognition.