 None of that ended up being necessary. The really funny thing is that we actually had just a lot of spare compute at the time. Like we had just all these CPUs sitting idle and no one had any use for them. And so it was Jakob and Jamon, two of our researchers, who just would like constantly be like, all right, 2x scale this week. And then you would just see the curve. It would just get better.