Really fascinating stuff. I guess an AGI has to skirt the boundary between the purely rational (i.e. evaluating statements of propositional logic), and irrational (i.e. intuition).
I've been reading up on deep belief networks and Restricted Boltzmann machines. Using these tools definitely reflects a deterministic logical process, there just happens to be hidden state involved.