For Frontier code, SPEAKER_04 encountered a similar gradient issue and used easy, medium, and hard task levels, with easy tasks allowing models to achieve roughly 70–80 percent.

“Yeah, let's look at it. Uh, you know, as, as Colin pulls it up, I was gonna say, uh, you know, the, the tendency for me, uh, so we had a similar gradient issue at, at, uh, doing Frontier code.”

“You just do an easy, medium, hard, and then easy, you know, let, let the models have like seventy, eighty percent. Uh, but it... And then medium and hard, uh, would be the sort of gradation there.”