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You are responsible for managing the lifecycle of an Azure AI service, including deployment, scaling, and decommissioning. Describe the steps you would take to automate these processes using Azure Resource Manager (ARM) templates and Azure Automation, including how you would ensure that the service scales dynamically based on demand.