2D case [9-cell neighborhoods]
Favor progeny that end up distant
Favor getting 2 copies, then 3 etc.
Favor some robustness in copying but not too much [allow some few-bit changes to the initial state]
Consider k=2, r=3
Try more colors

Can we evolve the time step function?