I was just thinking about something when you're talking about math and dude math is hard. I love that the partnership between designers and developers has created some of our greatest products as a result. You know Netflix shows you a percent likelihood that this show is going to be for you right it's like 85 percent you're going to like this, we use that as as viewers to understand how well likely this this matches. We're sort of starting to bring that sort of absorb that machine confidence into our into our logic as just watching TV. There's a cultural bias toward rushing to give the the right answer and frankly there's a really productive push toward performance in web results.

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