AI models are finally mature enough to create entirely new user experiences

sessions were increasing over time. So if you trace it back to 2023 and look at every cohort for every quarter since then, you can see how session lengths have been increasing, and there would be inflection points around key new features being added such as advanced voice mode, such as memory, and and so on, which is to your point, James, that we're reaching the point where the models and their capabilities are maturing so much so that really entirely new experiences can be built around them, and people use them for a wider range of things. So if previously people only did research