Stamped snapshot

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 access

Rationale

Full access

My 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

1 scenario modelled

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

Default timing median12 Jan 2031
If yes15 Jan 2031If no14 Jun 2027

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.

Want the full analysis?

The complete analysis, including full reasoning, news and data sources, and live forecast updates, is available in the Mantic app.

Contact Mantic