two radically opposed ways. Uh as for bold predictions, I think that we will not be needing to go to an API for most of the tasks that we all do each day with AI. I think it's likely to assume that you'll be running a model that is sufficiently capable in let's call it day-to-day work on your on your MacBook within the year. It's already extraordinarily close, so not maybe not that bold of a prediction to be honest with you. I also think that we're going to continue to see models become the the future of AI, so not model, right? Swarms of or specialized systems of models, I think you're going to be increasingly important. And lastly on the open model front, I think we're going to see some very large architecture shifts, especially as we start to crack things like diffusion models for text a little bit more to to get us models that are better suited for the the hardware that we have in our houses. And then last meme one, I think you're going to buy computers with agent operating systems on them instead of traditional operating systems. Similar to like you buying a Spark preloaded with with Hermes or whatever. I think that's that's likely to occur.