Leaving a robot to explore and learn wouldn't make it any good. If you look at the successes and failures of AI listed in the article, modern AI is well suited for sensory recognition and pattern matching, and it's bad at cognitive reasoning in the abstract - just as it has always been. There are logical reasoners, of course, but they can only reason about whatever the programmer has put previously in the system as inference rules.
Now letting a robot roam around the premises wouldn't be much different than feeding it with slides of sensory stimuli.
The kind of experiences that the bot could only learn from moving around are beyond its sense-making; it can't gain any significant advantage from having wheels and hands and chasing the environment, because it doesn't know how to use them to enhance its knowledge and learn new kinds of things, in the way that a toddler can.
The only approach I know that seems promising in that respect is IBM's Watson - I'm not sure how it works exactly, but even if it's doing basic pattern recognition, the huge scale of parallel process and the enormous data corpus that it's feeded into Watson ''might'' just be what it takes to achieve sense-making in an emergent way.