Behind every abstract is a research question, a dataset and a path still to travel from findings to real-world impact. This informal roundtable brings this year’s abstract finalists together with the judges who reviewed their work, along with researchers and clinicians from across the AIMed community. Discuss the thinking behind your projects, hear what made submissions stand out, and get candid advice on next steps, from validation and publication to funding and clinical adoption. It’s a chance to build connections that last beyond the conference, whether you’re looking for a mentor, a collaborator or your next project. No preparation is needed, just bring your work, your questions and your curiosity.