Episode 46 — Review AI Development Governance from Impact Assessments to Public Disclosures episode artwork

EPISODE · Apr 4, 2026 · 17 MIN

Episode 46 — Review AI Development Governance from Impact Assessments to Public Disclosures

from Certified: The IAPP AIGP Audio Course · host Jason Edwards

This episode pulls together the development lifecycle by showing how governance starts with early impact assessments and continues through design reviews, testing evidence, approval decisions, and, when required, public-facing disclosures. You will learn that development governance is not a single committee meeting or control checkpoint, but a chain of documented decisions that should remain aligned from planning through release. For the AIGP exam, this matters because questions often test whether you can see the connection between early risk identification, later design choices, and the disclosure obligations that may arise once a system is offered to users, customers, or the public. The episode also highlights real-world mistakes such as incomplete assessments, undocumented exceptions, unsupported claims about system capability, or disclosures that are too vague to be useful. Strong governance creates continuity so the story told externally can be supported by the evidence captured internally throughout development. 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. And dont forget Cyberauthor.me for the companion study guide and flash cards!

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Episode 46 — Review AI Development Governance from Impact Assessments to Public Disclosures

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