The speaker says model effort scales with the complexity of the task.

“what the goal is you know i mean it's good right like are you building a prototype or is it like a production thing like where can you spend compute or where can you not spend compute like i think you have to give the model permission or like not permission to do things sometimes where you know like it doesn't know intuitively how much you want to spend on this task right and you can you can use effort for this so i'm working on a blog post about that where it's like you know uh if you want for like we see that effort scales with”

“with basically the complexity of the task so for security effort gets like way more results like high effort versus like low effort gets like changes the evals a lot but for software engineering it doesn't change it a huge amount because effort is mostly spent on the verification and the like edge case testing and things like that and so like being able to like give the model that guidance of like hey this problem is something that i think”