IMHO, semi-autonomous robotic control is one of the holy grails of CS.
Robotics hardware is maturing rapidly, but the software algorithms for visual sensing, planning and manipulation aren't there yet. This is standing in the way of robots running (vs walking) efficiently, tidying up your cluttered desk, or taking care of our elderly.