Maybe I have been listening to Sam Harris too much, but the whole time I was reading this paper I was thinking about the "AI Control Problem" [0]. When machines increase their knowledge of the "Theory of Mind", then keeping the "AI in the Box" [1] will become increasingly more difficult.