Hand over what only you know about your AI systems, so the people they affect stay protected after you move on.

Robert Williams spent 30 hours in a Detroit jail after face software matched blurry store video to him, and no one stopped to question it.

• Attach a reason to every safety rule so a successor does not cut it as red tape.
• Tell your successor where you are unsure, so they know exactly where the ice is thin.
• Give your handover to someone from another team for one hour, and see if they can answer the key questions.

Think you've got it? Prove it inside the program, where it goes on a record employers can check. Free to start: https://www.gage.academy/lessons/ai-governance/the-handover-what-you-now-know-that-no-essay-could-have-taught

Where this skill is hired: AI Product Manager, Ethical AI Specialist.

Episode 98 of 98 in AI Governance, the Certified AI Governance Professional (CAIGP) program from GAGE (Global Academy of Generative-AI Education). https://www.gage.academy/programs/ai-governance

Answer hard questions about your AI decisions without bluffing, by knowing exactly where your evidence ends.

Steve Kramer used an AI clone of President Biden's voice in robocalls. The FCC's record of every step led to a $6 million penalty.

• Admit a real gap cleanly and keep your credibility on every other decision you made.
• Hear yourself slide from what you did into what you meant to do, and stop before it costs you.
• Answer in four short steps so a long silence never pushes you into saying more than your record holds.

Think you've got it? Prove it inside the program, where it goes on a record employers can check. Free to start: https://www.gage.academy/lessons/ai-governance/the-viva-defending-your-command-live-against-the-examiner

Where this skill is hired: AI Evaluation Specialist, AI Model Validator.

Episode 97 of 98 in AI Governance, the Certified AI Governance Professional (CAIGP) program from GAGE (Global Academy of Generative-AI Education). https://www.gage.academy/programs/ai-governance

Find the weak links between your AI policies, tests and budget before a board of seven skeptical examiners finds them for you.

On May 6, 2010, one rigid selling algorithm set off a loop that erased roughly $1 trillion in minutes. Regulators rebuilt the event from logs.

• Replace words like "committed" and "serious" with dated records a skeptical board can actually check.
• Prove your AI agent can really be stopped, because a claim without a test log is only a wish.
• Fix small errors at once and concede serious gaps cleanly, so you keep the board's trust.

Think you've got it? Prove it inside the program, where it goes on a record employers can check. Free to start: https://www.gage.academy/lessons/ai-governance/the-board-inspection-the-seven-seat-ai-board-audits-your-organization

Where this skill is hired: AI Auditor, Chief Audit Executive.

Episode 96 of 98 in AI Governance, the Certified AI Governance Professional (CAIGP) program from GAGE (Global Academy of Generative-AI Education). https://www.gage.academy/programs/ai-governance