When AI is asked to get to the finish line, it tends to build a very tall robot that gets there by falling over.
I copied that strategy and almost broke Simone Giertz's robot workshop. (Sorry!)
https://aiweirdness.com/post/184458515782/learning-to-hack-like-a-faulty-ai