In this research note, Camberley Bates shares insights from the AI Data Infrastructure Field Day event, highlighting significant takeaways that can transform our approach to managing AI data infrastructure. The discussion focused on innovative solutions and strategies that are shaping the future of AI deployments, stressing the importance of adapting to rapidly evolving technological landscapes. These events serve as a crucial platform for IT professionals to gain knowledge on optimizing infrastructure to effectively support AI functions and applications. This note was written for The Futurum Group following AI Data Infrastructure Field Day 1.