The Hasegawa Group located at the Tokyo Institute of technology has been able to integrate artificial intelligence into a semi-humanoid robot enabling it to think, learn, and act by itself. The robot uses a self-replicating neural network to learn in much the same way as its human counterparts. It is able to extrapolate based on its past experience and knowledge combined with observation of its surrounding environment, then make educated guesses. In that sense, it learns from its mistakes, just like a child, and consistently corrects and adjusts until it can successfully perform required tasks.
’Robot Learns, Thinks, and Acts By Itself (Video)’ continues
I've asked robot builders from all over the world about their ultimate purpose in building a robot. German builders often respond saying they want to improve performance, to design a robot that is better, faster, more reliable, or more precise than others. Japanese builders, especially those involved with humanoids, typically say "I want to build a real Gundam." And, Americans jokingly say they want to design a robot that will "Bring me a beer."
As Andrew Alter at Trossen Robotics found out, there's a problem with that. What if your robot has a serious drinking problem? You better make sure that he can't figure out how to open the can...