I had the pleasure to moderate the session on Protecting Vulnerable and Underserved AI Users at the 2026 conference of the International Association for Safe and Ethical AI. You can watch the whole session here: https://virtual.oxfordabstracts.com/event/public/75968/session/196861 .

I had the honor to present joint work with Sven Neth at the University of British Columbia. Here is the announcement poster and the handout. Great feedback, great organisation. Thanks to Pamela Robinson!

In this paper, I show with Conrad Friedrich that the scenario approach to legal proof can be understood in terms of probabilities—contrary to some proponents of this approach. This strengthens the successfully applied sccenario approach by giving it a Bayesian justification. The paper is Open Access available here . And below is the corresponding poster for the Central APA in Chicago 2026.