position-paper

1 free lesson tagged position-paper across AI. Each one is a short sequence of focused steps with narration and a five-question quiz at the end — take them in any order, no signup required.

intermediate

The Argument: Why Learning From Us Runs Out

David Silver and Richard Sutton argue that the current approach has a ceiling built into it, because a system trained to predict what humans wrote is aiming at human performance by construction. This lesson works through their three eras, the claim about data exhaustion, why they think superhuman performance needs a different learning signal, and the honest counter-arguments.

8 steps·~12 min

The Argument: Why Learning From Us Runs Out

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