Abstract: The techniques disclosed herein enable systems for spoken natural stylistic conversations with large language models. In contrast to many existing modalities for interacting with large language models that are limited to text, the techniques presented herein enable users to carry a fully spoken conversation with a large language model. This is accomplished by converting a user speech audio input to text and utilizing a prompt engine to analyze a sentiment expressed by the user. A large language model, having been trained on example conversations, by generating a text response as well as a style cue to express emotion in response to the sentiment expressed by speech audio input. A text-to-speech engine can subsequently interpret the text response and style cue to generate an audio output which emulates the sensation of human conversation.

Abstract: Embodiments of the disclosure aggregate and present event information relating to a calendar event associated with an application executing on a computing device. In some embodiments, data relating to the calendar event is obtained from a content source that is outside an execution context of the application. The data relating to the calendar event is obtained and/or presented intermittently in a user interface element associated with the application. The content source that is outside the execution context of the application may be within an execution context of one or more other applications, an operating system of the computing device, and/or a web service.

Abstract: Embodiments of the disclosure aggregate and present event information relating to a calendar event associated with an application executing on a computing device. In some embodiments, data relating to the calendar event is obtained from a content source that is outside an execution context of the application. The data relating to the calendar event is obtained and/or presented intermittently in a user interface element associated with the application. The content source that is outside the execution context of the application may be within an execution context of one or more other applications, an operating system of the computing device, and/or a web service.