Top AI reasoning effort reportedly costs up to 42× more on tasks low effort can already solve

A researcher says the team tested models across reasoning-effort levels and benchmarks, finding that top effort costs up to 42× more on tasks low effort can already solve. A successful high-effort run does not show whether low effort would have worked without another run. A collaborator says the team spent $25,000 on the project and open-sourced its trajectories.