When both chambers of the US Congress pass a bill banning or pausing the development of advanced frontier AI models
This snapshot shows a condensed version of Mantic's analysis — the full breakdown is available in the Mantic app. The live forecast may have changed.
Chance by 8 Sept 2036
13.1%
As of 24 Sept 2026, 12:48 UTC
Probability by date
Full accessRationale
Full accessMy 10th percentile prediction for both chambers of the US Congress to pass a bill banning or pausing the development of advanced frontier AI models is 12th August 2033, driven by the reality that overcoming bipartisan opposition and geopolitical competition with China would require an extraordinary catalyst, such as an uncontained catastrophic failure or critical infrastructure collapse directly caused by frontier AI.
Forecast record
ScenariosFull access1
When both chambers of the US Congress pass a bill banning or pausing the development of advanced frontier AI models
When will an AI system first cause a human death · On or after 1 Oct 2026
>99% chance of this condition
Default: median Beyond horizon
Central 50%: Beyond horizon to Beyond horizon. Central 80%: 12 Aug 2033 to Beyond horizon.
If yes: median Beyond horizon
Central 50%: Beyond horizon to Beyond horizon. Central 80%: 22 Aug 2033 to Beyond horizon.
If no: median Beyond horizon
Central 50%: 5 Aug 2034 to Beyond horizon. Central 80%: 23 Feb 2027 to Beyond horizon.
When both chambers of the US Congress pass a bill banning or pausing the development of advanced frontier AI models
Timing conditional on occurring within the horizon
When both chambers of the US Congress pass a bill banning or pausing the development of advanced frontier AI models
Timing conditional on occurring within the horizon
Question context
Resolution criteria
The question resolves on the date when both the House of Representatives and the Senate have each passed the same bill, resolution, or joint measure in identical legislative text that would ban or pause the development of advanced frontier AI models. Presidential signature, enactment into law, or implementation is not required. Qualifying legislation may come from any Congress. To count, the legislation must impose a substantive prohibition or pause on the development of advanced frontier AI models; mere reporting, disclosure, auditing, labeling, licensing, export-control, deployment, release, or use restrictions do not count unless they actually prohibit or suspend model development itself. A temporary pause counts only if the text actually bars development activities for a defined period or until a condition is met.
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