 Hi, my name is Priya Nakulkar. I lead the strategy for hybrid cloud and AI platform at IBM Research, and I'm here to answer three questions about open technologies. Open communities are meritocratic. So if I make significant technical contributions, my peers give me more rights, for example, to be the gatekeeper for other people's contributions. It's a little bit like Wikipedia. Larger communities also have a technical oversight committee or a governance board to drive more strategic decisions. Open communities that are more democratic tend to be more successful. The advantage of open communities is you get many diverse perspectives and many eyes on the technologies being developed. So many more issues and bugs are addressed in a timely manner, and ultimately it leads to more robust and even safer technologies. Open source communities accelerate innovation by leveraging diverse perspectives from many people and also by leveraging the skills and talents not only in one company but of the whole community. So we at IBM have been leveraging and extending Linux, Kubernetes, PyTorch, Ray, and have been contributing back significantly to these communities. IBM is what's the next platform, which builds on Red Hat OpenShift, leverages all four of these technologies and brings them to our clients. Another example is our hugging face partnership, where we have made it easy to use what's the next models on hugging face and hugging face models on what's the next. We hope this can spur AI progress and can also make AI models safer. Open technologies underpin AI today and will for sure going forward play a key role across AI platform, middleware tools, and even models. Open technologies are at the core of IBM's hybrid cloud platform for AI, which allows enterprises to run AI workloads anywhere. For models, several companies, including IBM, have established collaborations with hugging face to make some open source models more broadly available. For example, a geospatial model that IBM and NASA collaborated on is now available on hugging face. We hope examples like this will spur AI innovation and will help progress in this space.