[MUSIC] Hi, I'm Stephanie Giard from DDN. I'm Izhar Sharon. We spend a lot of time with enterprises building AI in hybrid environments. Today, we want to share what's actually working, and the questions you should be asking before you scale. If you're running AI workloads, you're probably already hybrid, whether you planned it or not. Clouds give you the elastic flexibility, burst capacity, access to the latest GPUs. But you also have data that can't leave your data center, compliance requirements, IP y ...