“And going forward, as I think we said when we introduced the concept of this architecture, we expect it to be more cost efficient for us.”

In context

“ter facing currency headwinds in Q2. Asia Pacific accelerated 9 points. We benefited from stronger demand in Southeast Asian countries, and again, the flip to currency tailwinds versus headwinds in Q2. Rest of World accelerated 20 points. We saw both stronger pricing and the same currency dynamic there. Brazil was a strong contributor to the region's acceleration due in part to increased advertisers' demand from China advertisers targeting users in Brazil. Your second question was around the impact of the new data center architecture on our CapEx investments in the years to come. We are still relatively early on this. We had to pause some of our existing data center construction work to switch over to the new data center architecture that played through in some of our 2023 CapEx dynamics. And going forward, as I think we said when we introduced the concept of this architecture, we expect it to be more cost efficient for us. We expect it will give us greater fungibility in the way that we plan for CPU and GPU capacity. So we expect that we'll be realizing the cost benefits and efficiencies and the planning flexibility that the architecture gives us in the years to come. Operator: And your next question comes from the line of Mark Shmulik with Bernstein. Mark Shmulik: Yes. Hi, thanks for taking the questions. The first is, this month, you started to roll out some of those first kind of gen AI tools for ad creative. I'd love to hear a little bit about kind of how that's going. Are advertisers using this? And really, is it creating better ads on their behalf? And then secondly, as we kind of look ahead here to the fourth quarter, there's certainly been a lot of unfortunate geopolitical kind of activity around th”