Episode 86 — Final Integrated Review: End-to-End AI Risk Through One Use Case (Domain 2)
As we enter the final review phase, this episode consolidates everything you’ve learned by tracing a single, complex AI use case—such as a healthcare diagnostic system—from inception to retirement. We apply the concepts of Governance (charters and appetite), Program Management (intake and assessment), and Lifecycle (data validation and drift monitoring) to this single example. For the AAIR certification, this integrated approach helps you see how the different domains interact in the real world and reinforces the "continuity" of risk management. We discuss how a failure in early data labeling can lead to a safety incident in production and how the governance framework should respond to such a crisis. This end-to-end review serves as a final "sanity check" of your knowledge, ensuring that you can follow the logic of a system across its entire existence. By visualizing the system as a whole, you solidify your understanding of how each individual control contributes to the overall stability and trustworthiness of the organization's AI initiatives. Produced by BareMetalCyber.com, where you’ll find more cyber audio courses, books, and information to strengthen your educational path. Also, if you want to stay up to date with the latest news, visit DailyCyber.News for a newsletter you can use, and a daily podcast you can commute with.
