Yeah, I think it um I don't know. There's maybe a few ways to answer that. I think maybe like kind of the the most fundamental way to answer that is it doesn't matter. Cuz Cuz I think now we're getting to the point where the model is just able to figure it out. So, I think like by a couple years from now, the model is just going to be doing all the code. It's going to be starting the agents. It's going to be building the environments. And so, like if it decides like actually I'll use like local models to do this, then you know, that's what it'll do. These I I don't think these will be decisions that we are making as engineers anymore.