It doesn't have to be an arm; for example Kiva, the robotics company Amazon bought for $775 million in 2012, just found a better way to move parts around in a warehouse; pretty basic idea and system too.
If you or for that matter anyone want a cofounder to apply to YC for AI, happy to help.