We have always known the old trick of genetic algorithms to produce better radio chips.

The problem isn’t the design: its manufacturing restraints.

This is nothing new or impressive.

Then why can't these constraints be encoded into the selection/scoring function ?

Because you might actually want to manufacture one offs, like for space equipment.