A thoughtful post on the limitations on deep learning: https://arxiv.org/pdf/1801.00631.pdf I think the author's criticisms of deep learning's coverage in the media are fair, and that we should consider it another tool in the toolbox. Comparing it with AGI seems like a very high bar though.