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We're taking a pretty pluralistic approach to how we're integrating with partners right now in this space. We were already working on some, you know, we already have some ML on the kind of search side of the stack so we can leverage some of that infrastructure as well. But I will say it's very early and I think actually a lot of the decisions we're going to be making about notions, AI stack are going to evolve a lot as some like new capabilities come out through this year.
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