Personally speaking, I have no idea what a GA solver is but my initial solution would involve putting all the pieces on top of each other with their longest edges aligned - that's the maximum. Then we look at the constraints: gravity is a bit of a bugger. etc etc
Keep your card and open your mind. You might be a bright lad but you can still learn to look at problems from a fresh angle. The OP's daughter is in safe hands as far as I can see - she'll learn critical thinking and that is a real gift.
BTW: what is a GA solver?