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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.