The Z Lab's research can be summarized into two words: Matter and Machine. In the Matter domain, we synergistically integrate statistical physics, molecular simulations, artificial intelligence, and neutron scattering experiments to extend our understanding of rare/extreme events and long timescale phenomena in complex materials. Particular emphasis is given to the physics and chemistry of liquids, glasses, and complex fluids, especially at interfaces, under extreme conditions, or when driven away from equilibrium. Concurrently, on the Machine front, we build robots for extreme environments, including swarm robots, wheel-leg hybrid robots, and soft robots. These two research areas, spanning from fundamental to applied, serve as integral pillars in their overarching mission to foster a sustainable, resilient, and secure energy infrastructure.