Yeah every time I go to learn about the simplex method I end up staring at these monster tables and think "woah this is complicated". But I think maybe that's just not the way to learn about this stuff, and is effectively implementation details.

It's automatable. But the old saw is that anything you need Simplex to show is probably pretty obvious anyway.