Intel Research's Personal Robotics project aims to develop useful robotic assistants for indoor, populated environments. To transition robots from structured, assembly-line scenarios to more natural, unstructured environments requires advances in perception, reasoning under uncertainty, and human-robot interaction. Intel’s efforts have led to an extremely competent mobile manipulation platform: Herb, the Home Exploring Robotic Butler.