If heated metal always expands is a new idea, and there are various measurements from different conditions, we have a new theory in science. Importantly, the theory of falsification prizes novel theories over cautious theories. To create a generally intelligent AI, and by this, I mean an AI that can reason scientifically and generate new theories, it will get to a stage where it will necessarily ignore its human programming.