I think this chatbot thing is probably just the start of a race to introduce as many as possible. I kind of see this as a very temporary stopgap thing that we're seeing here because, you know, GPT four is going to be a multimodal system. As we start to move into that ecosystem, I think companies that are built around a philosophy that focuses on scaling general purpose models in the very rich, sudden kind of bitter lesson sense will end up winning at everything.