Abstract: This disclosure describes systems, methods, and devices related to providing dynamic quality of service (QoS) to multiple devices using QoS-aware controls. A device may identify first state information from a first device using the network and second state information from a second device using the network; generate, using machine learning, based on the first state information, a first dynamic QoS to be applied to the first device at a first time, and, based on the second state information, a second dynamic QoS to be applied to the second device at the first time; allocate a first allocation of resources to the first device, based on the first dynamic QoS, at the first time; and allocate a second allocation of resources to the second device, based on the second dynamic QoS, at the first time.

Abstract: A device may include a processor configured to determine a layout for a plurality of automated machine clusters to be deployed in an environment based on a plurality of operation policies and an input task, wherein each operation policy provides a policy to operate one or more automated machines of one of the plurality of automated machine clusters for a trained task based on one or more policy parameters. The processor may further be configured to adjust the one or more policy parameters of at least one of the plurality of operation policies based on the determined layout in the environment and the input task.