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Artificial Intelligence / Unit 10   AI 0591 short lesson, about 20 seconds

The Ledger, Presented

Captions available

The idea

Every ethical problem in deployed AI is a mechanism this course taught, arrived at the scale where its costs land on people who never chose it.

In practice

Wrong priors flow through confidently; piles are optimized faithfully; knobs resist reading; utilities are whatever was written — now about loans, jobs, and parole.

Where people slip

Mechanics before mood — every problem ahead traces to arithmetic performed at melon scale.

Your place on the trail

Every lesson rests on earlier ones and opens later ones. Tap any to jump.

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