Moravec's paradox - stuff we thought is hard (chess, derivatives) is easy, while stuff we think is easy (face recognition, getting out of a car, opening a door) is really hard.
https://en.wikipedia.org/wiki/Moravec%27s_paradox
One of my favourite videos is this compilation of robots falling (failing) during the simplest tasks at the 2015 DARPA challenge: