
Control reframed as uncertainty about human objectives.
Chosen by shared topics, the entries that hold them, and the people who recommended both.
How AI could change crime, war, justice, jobs and what it means to be human.
Recommended by: Andrew Wilkinson, Bill Gates, Elon Musk and 2 others
Why machines smarter than humans pose a control problem to solve before they arrive.
Recommended by: Patrick Collison, Brad Feld, Brett Adcock and 6 others
The textbook on deep learning: how machines learn layered concepts from data.
Recommended by: Vinod Khosla, Elon Musk, Satya Nadella
Harari's concern — that humans may cede decision-making to opaque systems through preference rather than coercion — reframes the alignment problem as a cultural and political challenge, not only a technical one. Less rigorous than Bostrom or Russell, but more widely read, making it a useful lens for understanding public discourse.
Recommended by: Andrew Wilkinson, Bill Gates, Nat Eliason and 7 others
Agrawal, Gans, and Goldfarb apply economic logic to AI's real contribution: cheap prediction. The framework — AI as prediction machine that changes the relative value of judgment and data — is more useful for understanding where AI creates and destroys value than any amount of case studies.
Recommended by: Andrew Wilkinson
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