Originally Posted by Birdwatcher
If it merely acts self-aware without actually being self-aware, how would we know the difference?

That's been a question in the computer science world forever. The Turing Test was devised to take a shot at answering that question, and was featured somewhat in the movie Ex Machina, which was an excellent move, by the way, having to do with this question.