The Everyday Robot project performed by Alphabet's X group is making robots that can safely operate in human environments, where things change every day, people show up unexpectedly, and obstacles appear out of nowhere. In order for robots to be useful day to day, they need to understand and make sense of the spaces where we live and work, and adapt to them as they gain experience. This requires new forms of machine intelligence.