 From the feedback that we got from our customers, a large number of AI ML models never make it to production. That comes from the complexity of developing, deploying, but also monitoring these AI ML models. That's why Red Hat and NVIDIA have partnered to unlock the power of AI for every organization by delivering an end-to-end enterprise platform optimized for these AI workloads. The combined power of Red Hat OpenShift, the industry leading Kubernetes powered hybrid cloud platform, and NVIDIA AI Enterprise software suite offers a scalable platform that helps accelerate a diverse range of AI use cases. You can see the difference of the NVIDIA and Red Hat AI ready platform on NVIDIA Launchpad with immediate short-term access to NVIDIA AI Enterprise running on Red Hat OpenShift. To build an AI ML model today, it involves multiple team members and it has to go in a sequence from one to the other one, which means that the second person cannot start working on their work until the first person is done. Through this platform and through Red Hat OpenShift, these teams don't have to work in silos anymore. They have access to this NVIDIA AI Enterprise, which gives them a platform where they can help themselves if, for example, they need to spin up an environment that has a specific storage, OS, and memory, they can do it themselves and not rely on a different team to give them access to that environment. One of my favorite customer success stories is HCA Healthcare. They were able to develop an AI ML model based on the data they already have and the result of that is they were able to detect sepsis on average five to six hours before implementing this AI ML model and that translates directly to life saved. So this was a really great example to see how Red Hat OpenShift makes a difference and impacts lives directly and we're really excited to see what's gonna happen in the future.