In many real-world tasks, verification may require months or years of action, and outcomes cannot be efficiently isolated by running thousands of slightly varied parallel rollouts.

“The outer loop verification here may take months or even years of real world actions to elicit,”

“and you can't re-observe it by perturbing the model's actions slightly in thousands of parallel rollouts to isolate exactly what the model did that actually worked.”