Abstract: Various implementations include approaches for training a surface detection classifier and detecting characteristics of a surface, along with related micromobility vehicles. Certain implementations include a method including: comparing: i) detected movement of a micromobility (MM) vehicle or a device located with a user at the MM vehicle while operating the MM vehicle, with ii) a surface detection classifier for the MM vehicle; and in response to detecting that the MM vehicle is traveling on a restricted surface type for a threshold period, performing at least one of: a) notifying an operator of the MM vehicle about the travel on the restricted surface type, b) outputting a warning at an interface connected with the MM vehicle or the device, c) limiting a speed of the MM vehicle, or d) disabling operation of the MM vehicle.

Abstract: Various implementations include audio devices and related computer-implemented methods for controlling playback of augmented reality (AR) audio. In some cases, a method includes: receiving a first audio notification from one of a set of applications; determining an importance value for the first audio notification; detecting an activity state of the audio device, the activity state assigned to a notification importance threshold; and either: delaying release of the first audio notification at the audio device in response to the importance value failing to meet the notification importance threshold, or releasing the first audio notification at the audio device in response to the importance value meeting or exceeding the notification importance threshold.

Abstract: Various implementations include audio devices and related computer-implemented methods for controlling playback of augmented reality (AR) audio. Certain implementations include approaches for managing audio notifications at an audio device according to a set of audio notification rules, for example, by delaying release of notifications and/or de-prioritizing notifications based upon the rules.