--- title: "The Invisible Expertise Behind AI Training | HumanDepth" description: "A live conversation exploring human judgment, expertise, and what AI training work is really producing beneath the surface. Held June 4, 2026." canonical: "https://humandepth.org/events/the-invisible-expertise-behind-ai-training/" --- [Back to events](https://humandepth.org/events/) # The Invisible Expertise Behind AI Training A live conversation with Stewart Alsop about human judgment, expertise, and what AI training work is really producing beneath the surface. Thursday, June 4 ยท 17:30 UTC Online 45 min ## Speaker - Stewart Alsop ## About this event **human depth** What if AI training is about more than annotation, evaluation, and labeling? Behind every model improvement sits a layer of human judgment, expertise, and decision-making that often goes unnoticed. Yet these invisible contributions shape how AI systems learn, behave, and improve over time. In this conversation, we'll explore what human data work is really building, what expertise exists beneath the surface of AI training, and why some of the most valuable parts of AI remain fundamentally human. ## Agenda **Hide** 1 ### Beyond labeling What if AI training is about more than labeling data? Exploring the expertise and judgment hidden inside human data work. 2 ### Human judgment and AI How human decisions, context, and expertise continue to shape modern AI systems. 3 ### Invisible expertise Why some of the most valuable skills developed in this field are often difficult to describe, measure, or recognize. 4 ### Open conversation & Q&A Bring your questions about human data, AI training, expertise, and the future relationship between humans and AI. ![HumanDepth event poster for The Invisible Expertise Behind AI Training](https://humandepth.org/assets/stewart-alsop-invisible-expertise-behind-ai-training.webp) This session has ended ## Watch the recording Member exclusive Members can watch the full 45 min recording inside the network. [Watch recording](https://community.humandepth.org/recordings/the-invisible-expertise-behind-ai-training) [Not a member? Join human depth](https://humandepth.org/subscribe/)