 What's it mean for you guys as you look forward to your, your customers and the use cases that you're enabling? Yes, I think it's what's important is that, you know, the AI companies and providers and the cloud can flag work together, right? That's how you make kind of like a seamless experience and you actually reduce the barrier to entry for this technology. So that's what we've been super happy to do with AWS for the past few years. We actually announced not too long ago that we're doubling down on our partnership with AWS. We're excited to have many, many customers on our shared product, the Hugging Face Deep Learning Container on SageMaker. And we're working really closely with the, with the InferentShare team and the Trinium team to really some more exciting stuff in the coming weeks and coming months. So I think when you have an ecosystem and a system where, you know, the AWS and the AI providers, AI startups can kind of like work hand in hand. It's to the benefit of the customers and of the companies because it makes it like orders of magnitude easier for them to adopt this new paradigm to build technology, AI.