I don't know anything about Boston Dynamics Robots, but "Deep Learning" is not a full solution to building robots. Deep Learning architectures may be used for s

I don't know anything about Boston Dynamics Robots, but "Deep Learning" is not a full solution to building robots. Deep Learning architectures may be used for sub-problems that robots need to solve, e.g. image classification, object recognition, or other classifications tasks where hand-designing features is hard and enough data is available. Robots are a complex system with lots of moving pieces. Often they use some form of reinforcement learning (which in turn may use Deep Learning for estimating rewards) to decide which actions to take.