AGI Future guide

Check the gap to reality

Will success in simulation transfer to real work?

The discussion examines the difficulty of transferring simulated success to complex real-world tasks.

John Schulman · Beren Millidge · Charlie O’Neill · Dwarkesh PodcastInterview: Source review: 2026-10-03

Dwarkesh Podcast · Video · 00:45:24

John Schulman · Beren Millidge · Charlie O’Neill

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Source, interpretation and uncertainty

What does this actually establish?

Source statusPublisher chapter at 00:45:24 · Not an independently verified outcome
Speaker contextResearchers from Thinking Machines, Zyphra and Baseten · a debate, not a consensus forecast
What remains openA simulation gap can vary by task; it does not show that all benchmarks are useless.

AGI editorial interpretation

Two ways this could unfold

More representative environments could improve transfer. Unmodeled constraints may still require separate validation.

These are conditional scenarios, not the speaker’s words or a probability estimate.

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