A recording of a virtual seminar, given as part of the SEED seminar series in Paris, describing the TheoPhysEval paper on evaluating AI agents on unpublished research-level problems in theoretical physics. The first part is a compressed version of the TIFR colloquium I posted earlier. The description of the paper starts at around 27:00.