Abstract: Despite amazing breakthroughs, AI is limited to an information retrieval and processing tool, making little parts of a job more efficient. What would it take to create AI that gets the whole job done? I will talk about three key elements that are needed, laying out the major challenges and a few ways that my group is exploring them.