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

Turn a messy folder of AI documents into one file that answers an auditor's question in under 30 seconds.

In 2016, Wisconsin's Supreme Court let a secret risk-scoring tool stay in sentencing but ordered a warning label onto every score it gave.

• Lay out your evidence by the decisions you made, so every claim points straight to its proof.
• Name your own gaps first, with an owner and a date, and earn an auditor's trust instead of suspicion.
• Cut old drafts and duplicates that an examiner could turn against you.

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/assembling-the-dossier-every-artifact-every-decision-one-evidence-file

Where this skill is hired: AI Auditor, AI Compliance Specialist.

Episode 95 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

Write a handover your successor can run your AI systems from, so nothing is lost the week you leave.

On May 4, 2024, one compromised admin password opened a Tamil Nadu police face recognition portal. Reports said over a million lines leaked.

• Find the forgotten logins of people who left, before someone else uses one to walk in.
• Spot the one person a safeguard quietly depends on, so it does not vanish when they take a vacation.
• Keep passwords out of the handover by pointing to where the keys live and who can grant them.

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/your-successors-briefing-documenting-your-organizations-ai-estate

Where this skill is hired: AI Incident Response Lead.

Episode 94 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

Sort any AI headline in under a minute into act, watch or ignore, and write down why.

Thousands packed Dublin's O'Connell Street on Halloween 2024 for a parade an AI content farm made up. Police had to ask them to leave.

• Stop treating a true, widely shared headline as a reason to change your plans.
• Catch the quiet notice that will break your systems, like a model being switched off in 90 days.
• Keep a watch list that works by giving each item a clear trigger and a date to review it.

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/separating-signal-from-theater-which-ai-news-changes-your-decisions

Where this skill is hired: Chief AI Officer, Chief Information Officer.

Episode 93 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

Set up one protected hour a week that keeps your AI knowledge current for a whole career, without burning out by month three.

Two days before Slovakia's 2023 election, a deepfake clip reached over 100,000 people while election silence rules kept its targets from replying.

• Catch a new risk while it is still a quiet line in release notes, before it turns into a crisis.
• Stop drowning in newsletters and alerts by giving your reading a fixed time and a fixed source list.
• Drop the news that changes none of your decisions, and let it go without guilt.

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-weekly-frontier-hour-a-sustainable-practice-for-staying-current

Where this skill is hired: AI Literacy Lead.

Episode 92 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

Test a vendor's AI benchmark claim on your own work in one afternoon, before you sign a contract that rests on it.

OpenAI's o3 was announced at about 25% on a very hard math test. Months later, an independent check of the shipped model found about 10%.

• Spot the four ways an honest benchmark score gets inflated, even when nobody is lying.
• Know why one dangerous answer on your own real data is enough to stop a purchase, whatever the average says.
• Ask the one question that tells you whether a high score predicts anything about your real task.

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/reproducing-a-claim-testing-a-vendor-benchmark-yourself

Where this skill is hired: AI Vendor Risk Manager, Chief Information Officer.

Episode 91 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