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Faster neural nets are essential for robotics. Take a look at this video from 2009 demonstrating a 1000fps vision system and a very fast robot hand. Then compare to recent videos of robots being slow as a turtle.

https://www.youtube.com/watch?v=-KxjVlaLBmk