Search-and-rescue operations, package delivery, and underwater exploration could all be performed soon by intelligent machines. The Autonomy Incubator group at NASA Langley is taking strides to, as group leader Danette Allen puts it, "imbue machines with the kind of intelligence that we expect from human beings."
Allen defines true autonomy as the complete delegation of authority and decision-making, "not unlike telling your dog to fetch the paper. You don't tell them how to do it. You don't set any settings. It's up to your dog to decide what trajectory to follow, how to bring it back." An autonomous system will learn from its experiences in the same way that a human does and, with that experience, improve its performance, expand its knowledge base, and make decisions in the face of uncertainty.