AI is rapidly transforming research in deep Earth geodynamics, shaping research strategy, driving new research pathways, and promoting new research directions. This session invites AI-driven contributions and Machine Learning applications from geodynamics and related disciplines focusing on the structure and evolution of the Earth's crust and upper mantle.