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This course aims to explore universal aspects of many-body systems far from equilibrium at the interface of statistical physics, AMO, condensed matter, and high-energy physics. The goal is to identify aspects of high-energy physics that can inform non-equilibrium condensed and AMO systems and vice versa. The course covers topics such as short-time universality, entanglement dynamics, and mapping between classical and quantum non-equilibrium systems. The teaching method involves lectures and discussions led by experts in the field. This course is intended for scientists and researchers interested in non-equilibrium many-body physics and its applications in various disciplines.