Despite considerable advances in deep learning, AI remains to be narrow and brittle. One fundamental limitation is its lack of commonsense intelligence: trivial for humans, but mysteriously hard for machines. In this talk, I'll discuss the myth and truth about commonsense AI---the blend between symbolic and neural knowledge, the continuum between knowledge and reasoning, and the interplay between reasoning and language generation