I think the the amount of change that's happening is incredible. I've been in the technology space for quite a few years, and I haven't seen anything like this. The closest would be the advent of Internet maybe twenty five, thirty years ago. But this this is just amazing, and I do believe that this is going to touch every aspect of our lives in ways that we cannot imagine right now. It's going to be significantly different ten, twenty years from now. The Snowflake Summit this year feels quite different from what it was last year in many ways. One of the things that I observed is that people are not here in the summit to learn about AI. They are thinking about what can I implement using AI? How can I make my business grow faster, more efficient using AI? How can customers, or or companies use Maya to make their business a lot more impactful and efficient in over time. What AI provides you is the tools and capabilities to utilize all the data in a company, whether it's a structured dataset that comes from, business applications that sits in a table or unstructured data that is in the form of emails, text, Slack messages, video files. Business people can make decisions based on that information. So it's going to be a very, very dramatic change of how we use data and how effectively we can use data going forward. If you are going to embrace AI to get, to make better decisions, to drive improvement in processes, to make every employee in the company more productive, you will be successful, and that's a huge, huge opportunity. If you don't embrace AI, I think there is a real risk of getting disintermediated or getting beaten by rivals who embrace AI. These days, you're talking about companies with less than ten employees getting to a hundred million in revenue using AI tools that are available. So I think this is this is, in many ways, a defining moment in time.