Yeah. Well, let's talk about the forward deployed engineering group first, which is also a billion dollar investment we're putting forward. 

And I think what's particularly exciting about that is we've heard a lot from customers over the years about the need for, you know, us and our partners to sit side by side with them during this journey. 

And when you're making a journey, whether it's a move from the cloud, a move from on premises to the cloud or you're modernizing something that's already in the cloud, or you're in this new era where you're doing things that are agentifying workflows, it would be great to have talent from AWS side by side with you, even on the keyboard, helping you do that. 

And that's what AWS Forward Deployed Engineering is all about. And we're gonna draw on resources of people across the company, and new talent that are going to be able to help deliver on that promise of agentic AI and generative AI for our customers. 

So it's very exciting. Customers, I think, are thrilled about it. They're already asking about it. I mean, I've been in meetings today where customers are already saying, how can I get access to this program?