The Importance of Decentralization in Data Management

The world is complex. Of course, there's going to be duplication. We can't avoid that. Because if we start avoiding that, people are going to still do it behind. So let's how about we just enable it, right, if embrace that complexity and then let the social world figure it out. All right, that was that was my take. I agree with a lot of that. And I think the only thing I'll add is a little bit of a framework, which is a say, like the business, you know, the parts of the business that does their function.