Agentic AI is increasingly being introduced into operational systems. This development reflects a shift in how software systems are designed and used. Rather than supporting isolated tasks, systems are now participating in ongoing decision processes—interacting with infrastructure, coordinating workflows, and executing actions across distributed environments. In industrial contexts—such