Abstract: Aspects of the disclosure include a method for communicating between a controller device and resident device. An example method includes detecting, by a controller, the resident device and an accessory connected to a local network. Establishing, by the controller, a first direct connection with the accessory. Receiving, by the controller, an input that identifies a control instruction for controlling the accessory. Determining, by the controller, whether to transmit a message comprising the control instruction to the accessory via the first direct connection with the accessory or the second direct connection with the resident device. Transmitting, by the controller, the message comprising the control instruction to the resident device via the second direct connection, the resident device configured to relay the message comprising the control instruction to the accessory.

Abstract: A method for natural language-based interaction with a vision-based monitoring system. The method includes obtaining a request input from a user, by the vision-based monitoring system. The request input is directed to an object detected by a classifier of the vision-based monitoring system. The method further includes obtaining an identifier associated with the request input, identifying a site of the vision-based monitoring system from a plurality of sites, based on the identifier, generating a database query, based on the request input and the identified site, and obtaining, from a monitoring system database, video frames that relate to the database query. The video frames include the detected object. The method also includes providing the video frames to the user.