Fred, a software engineer, came from Google Brain. There he collaborated closely with Stadia, Magenta, Google Maps, Google Display Ads, and other product groups to discover both how people interact with generative models and how product teams use them. His research has focused on building user interfaces and data pipelines that can meaningfully measure the quality of art produced by these models. Outside of work, he enjoys learning new (to him) art forms and has particularly enjoyed collaborative storytelling and poetry. Also, his dogs Picabo and Mickey are wonderful.