Explore the intersection of maximum entropy principles and quantum gravity theory in this 22-minute conference presentation delivered as part of the Dublin Institute for Advanced Studies Summer Studentships final presentations. Delve into the fundamental concepts connecting information theory and gravitational physics, examining how maximum entropy methods apply to quantum gravitational systems. Learn about the theoretical frameworks that bridge statistical mechanics and quantum field theory in curved spacetime, and discover current research approaches to understanding the entropic aspects of gravitational phenomena at the quantum level.