Embodiments provide for autonomous drone play and directional alignment by in response to receiving a command for a remotely controlled device to perform a behavior, monitoring a first series of actions performed by the remotely controlled device that comprise the behavior; receiving feedback related to how the remotely controlled device performs the behavior, wherein the feedback is received from at least one of a user, a second device, and environmental sensors; updating, according to the feedback, a machine learning model used by the remotely controlled device to produce a second, different series of actions to perform the behavior; and in response to receiving a subsequent command to perform the behavior, instructing the remotely controlled device to perform the second series of actions.