So, while deep learning has made important strides, it would be naïve to think it’s infallible. And, while one may argue that humans are not infallible either, we don’t often mistake a turtle for a rifle or a soap dispenser for an ostrich. Being able to trick deep learning so easily has been a bad and unexpected surprise for many. We may even wonder, is current AI truly smart or just a good pretender?