Advanced AI risk report: Virtualization Engineer

AI will significantly change this role by automating resource allocation and virtual machine provisioning, but it will not fully replace it. Engineers will shift from manual configuration to managing the AI-driven orchestration layers that govern hyper-converged infrastructure.