For robust robots, let them be babies first: "In a first-of-its-kind experiment, Bongard created both simulated and actual robots that, like tadpoles becoming frogs, change their body forms while learning how to walk. And, over generations, his simulated robots also evolved, spending less time in 'infant' tadpole-like forms and more time in 'adult' four-legged forms."
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