We (humans, AlphaZero) are both distilling the rules down. Some rules are easily distilled (a queen is worth more than pawn) some are more difficult (mobility, knight vs bishop). I would expect the easily distilled rules to be discovered by both of us.

What I think would be cool is trying to distill or revise better guidelines from what AlphaZero does.