A Fireside Chat with Hugo Bowne-Anderson and Alex Filipchik (Head of Infrastructure, Cloud Kitchens) on how machine learning (ML) and AI are evolving from niche specializations into essential engineering disciplines. Topics include engineering ML and AI at scale, the shift from specialist roles to core engineering, practical infrastructure decisions, generative AI use cases, simplifying ML adoption for engineers, and the future of data and ML engineering.