[Davidzheng]

I actually think there's a high chance that this curve becomes almost vertical at some point around a few hours. I think in less than 1 hour regime, scaling the time scales the complexity which the agent must internalize. While after a few hours, limitations of humans means we have to divide into subtasks/abstractions each of which are bounded in complexity which must be internalized. And there's a separate category of skills which are needed like abstraction, subgoal creation, error correction. It's a flimsy argument but I don't see scaling time of tasks for humans as a very reliable metric at all.