Decision-making frameworks in critical systems now increasingly rely on Agentic AI. These autonomous systems move beyond simple prompting to execute complex, multi-step workflows independently. This shift requires practitioners to prioritize rigorous verification and monitoring. The transition from passive tools to active agents introduces new reliability challenges for enterprise deployments.