Cat Wu: I think before AI, technology shifts were a lot slower, so you could plan on these six to 12 month time horizons, and because you were shipping features at a bit of a slower rate, there was a lot more emphasis on coordinating with all the other partner teams to make sure that their shipping features that unblock your features because code at that time was very expensive to make. I think now with AI and with how much that has accelerated engineering and with how quickly the model capabilities are improving, the timelines for a lot of our product features have gone down from six month to one month and sometimes to one week or even one day. And with that, we actually need to make sure that products ship quite quickly.
I think now with AI and with how much that has accelerated engineering and with how quickly the model capabilities are improving, the timelines for a lot of our product features have gone down from six month to one month and sometimes to one week or even one day.