Abstract: A processor may identify an occurrence of a code change for a microservice hosted in a container. The processor may generate a representation of the code change. The processor may identify, utilizing an AI model, a set of microservice containers having microservices affected by the code change. The processor may determine recommended changes to system environments for one or more microservice containers of the set of microservice containers.

Abstract: A method includes obtaining device data corresponding to a set of electronic devices, the set including a first, second, and third electronic device. The method includes grouping the set of electronic devices into a first cluster and a second cluster, wherein the first cluster includes the first and second electronic devices, and the second cluster includes the third electronic device. The method includes obtaining first signature data comprising one or more first electrical parameters of the first electronic device and second signature data comprising one or more second electrical parameters of the second electronic device. The method includes determining that a first electrical parameter of the first signature data matches a second electrical parameter of the second signature data. The method includes regrouping the set of electronic devices such that the first cluster includes the first electronic device and the second cluster includes the second and third electronic devices.