You know what they do, right, that's what you mean by having an intuition for them? Do you understand how they work? Why they're designed the way they are? I'm not saying you need to, but that's what the article is about.
The job of a modern block cipher core is to take a (heavily) iterated function, figure out how to apply a single input key securely to each of those iterated rounds, thoroughly combining the key with the block of data, achieving indistinguishability from random as quickly into the sequence of rounds as possible (in the same kind of simple step process as a Rubik's Cube), while breaking structure (like linearity) that would solve for the key or the data mathematically.
If you really were going for “simpler” rather than “more accurate” then I regret to inform you that you have joined the “monoid in the category of endofunctors” guy in room 2501 of the xkcd building.