> given that we now have programs that look at a photograph and say "Women wearing a hat, sitting on a bar stool and drinking wine"
That may be; but then there's also this: http://arxiv.org/abs/1412.1897
That may be; but then there's also this: http://arxiv.org/abs/1412.1897
Humans are no more robust against this kind of attack than any other system - consider stage magic, confidence scams, NLP, optical illusions, etc.
If you want a truly infallible system, then no, AI will never provide that. What you want is a magic deity.