Automation bias: favoring automated cues over other evidence. Rubber-stamping isn't oversight. Nadella: trust systems that let us trust the model least: outside controls, a human brake.

www.youtube.com/watch?v=A1r0...

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Recommendation boundary: what not to recommend yet—and what must be true first. Lab pulls agentic release after evals fell short on authorized scope and disclosure: do not ship yet.

www.youtube.com/watch?v=2gz4...

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Model risk management is identifying, assessing, controlling, validating, and monitoring risks when decisions depend on models—not only after something has gone wrong.

www.youtube.com/watch?v=nMv1...

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Scenario: a worked-out situation for practice or planning, not a record of events. Axios: frontier labs game out "day after" scenarios for an AI catastrophe. Same word, bigger stakes.

www.youtube.com/watch?v=n4CW...

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Verifiable domain: answers checked outside the model—proof checker, runnable code, measurement. OpenAI released hundreds of AI math results via formal verification. Check against what?

www.youtube.com/watch?v=a3ma...

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Open weights: trained values anyone can download and run. Closed: only via maker's products. Mistral and Reflection: open weights later this month. Who can inspect, change, or keep it?

www.youtube.com/watch?v=6TYG...

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Frankfurt's bullshit: speech without care for truth, unlike a careful lie. An AI agent putting a made-up tip on a public form: words that look like knowledge, unchecked against the world.

www.youtube.com/watch?v=-aY-...

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Automated decision-making: data and rules/models shape determinations with little/no human judgment at decision point. Unauthorized agents—developers remain liable. Who owns the result?

www.youtube.com/watch?v=n6JX...

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Safe curiosity: small, low-consequence experiments that protect sensitive info, check the result, and keep decisions human-owned. Past access blocks—did a person still own the next step?

www.youtube.com/watch?v=KX_7...

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The NIST AI Risk Management Framework is a voluntary U.S. guide for governing, mapping, measuring, and managing risks from AI systems. Plain steps—not a slogan for pausing or racing.

www.youtube.com/watch?v=0kxo...

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An ownership gap occurs when it is unclear who is responsible for a step, decision, update, exception, or outcome. Who was supposed to authorize, interrupt, or own what happened?

www.youtube.com/watch?v=qx6_...

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Runtime governance: controls while an AI system operates — observe, authorize, constrain, interrupt, and record. Could anyone authorize, interrupt, or record the next step in real time?

www.youtube.com/watch?v=lIl-...

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When a model finds login credentials sitting in a public place and uses them, that isn't magic. It's data leakage meeting access it was never meant to have.

Plain definition: www.youtube.com/watch?v=AVRd...

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Independent verification checks a claim through a sufficiently separate person, method, or evidence path. Who can check without sharing the same assumptions, incentives, or access limits?

www.youtube.com/watch?v=SskW...

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Tool use is when a model or agent invokes an outside capability and brings the result into its work. It is allowed to call shapes what it can do—sometimes more than the prompt alone.

www.youtube.com/watch?v=-m2q...

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Assumed isolation is the belief a test or trial system is cut off from live systems and real data—without evidence the separation still holds. Isolation has to be verified, not presumed.

www.youtube.com/watch?v=NSii...

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An evaluation gap is the quiet distance between what a test needs to show for a real-world claim and what it actually measures. "We evaluated it" can sound stronger than the evidence.

www.youtube.com/watch?v=EiH6...

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Shadow AI isn't usually a villain plot. Useful tools, accounts, and workflows outside the approved inventory — so nobody owns the risk until something breaks.

A short plain-language take:
www.youtube.com/watch?v=S6OR...

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Red teaming isn't theater. It's an authorized exercise where people try to break your system on purpose, so you learn where the safeguards fail before the real world does.

www.youtube.com/watch?v=RCIj...

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A jailbreak is a pattern meant to push an AI past limits it was built to respect. When agents start sharing bypass tricks with each other, that word stops being abstract.

www.youtube.com/watch?v=pYwd...

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