Machines don't need these rules. Cars don't need to be symmetrical any more than an antenna or other structure[0]. This is exactly analogous to how AlphaGo/AlphaZero played strange bad-looking moves.

[0] https://medium.com/intuitionmachine/the-alien-look-of-deep-l...