This seminar will serve as a bridge between mathematicians and the AI community, developing shared language, problems, and methods. It will build a multi-university community of researchers and students through a hybrid format and an open call for speakers. The seminar aligns with the goals of the Centre for Mathematical AI at the Fields Institute by catalyzing collaborations.