The Ledger, Presented
This video presents the same text shown beside it, spoken and on screen. It adds nothing the text does not say.
State
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.
Show
Wrong priors flow through confidently; piles are optimized faithfully; knobs resist reading; utilities are whatever was written — now about loans, jobs, and parole.
Watch for
Mechanics before mood — every problem ahead traces to arithmetic performed at melon scale.
Builds on
Unlocks
- Nothing yet depends on this.