Unfortunately you must look closely at the details to deeply understand how something works. Even when I already have a decent mental heuristic about how an algorithm works, I get a much richer understanding by calculating the output of an algorithm by hand.

At least for me, I don't really understand something until I can see all of the moving parts and figure out how they work together. Until then, I just see a black box that does surprising things when poked.