what are the things that you think that folks who are thinking about these kind of AI businesses should think about is how do you create an enduring differentiated business so I think there will be a small handful of like fundamental large models out there that other people build on but right now what happens is you know company makes large language model API other people build on top of it and I think there will be a middle layer that becomes really important because there'll be a whole new set of startups that take an existing very large
model of the future and tune it which is not just fine tuning in like all the things you can do I think there will be a lot of access provided to create the model for medicine or using a computer or like the kind of like friend and then those companies will create a lot of enduring value I think there will be a lot of value created in that middle layer
