A knowledgeable person may identify an insight that lets a model avoid spending as many as 100 billion or a trillion tokens on a problem.

“you like can sufficiently explore solutions to that problem but oftentimes like you know maybe you can burn like 100 billion or a trillion tokens on something but if you bring in someone who knows something about the problem they can uncover something for the model that would like erase that 1 trillion token spend i mean it's not it's not super clear like what exactly the trends are here but i think like there are so many problems in the wild still right now that we want to solve and like”