Latest paper

Advanced AI according to 1,580 researchers: uncertain, unsafe, and sooner than we thought

Katja Grace, Julius Simonelli, Benjamin Weinstein-Raun, David Krueger, Nathan Young, Tim Duffy, Tom Adamczewski, Joseph Reeve, and Alexander Beck · September 2026

Results from the 2024 Expert Survey on Progress in AI, the largest survey of AI researchers conducted at the time. 1580 researchers who had published at top AI venues gave their expectations about the pace of AI progress and the nature and impacts of advanced AI systems.

Expert Survey on Progress in AI

Since 2016, AI Impacts has run the Expert Survey on Progress in AI (ESPAI), a large survey of researchers who publish at top AI venues. It asks when AI will reach human-level capabilities, how fast progress is likely to be, and how good or bad the consequences may be. It is the largest and longest-running survey of its kind. Read about the methodology.

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Longer independent research on AI forecasting, AI risk, and lessons from the history of science and technology.

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AI Impacts Wiki ↗

Our reference wiki documents what is known about key questions on the future of AI: timelines, speed of takeoff, arguments for AI risk, and more. Most of our work before 2023 lives here.

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About AI Impacts

AI Impacts is a research project that works to answer decision-relevant questions about the future of artificial intelligence. It is led by Katja Grace.

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