How can we predict and control the emergent mesoscopic phenomena that shape our living and material world from their underlying microscopic interactions? We develop predictive multiscale theory and computational methods at the intersection of chemistry, physics, materials science, and artificial intelligence to elucidate how molecular interactions give rise to emergent structure and dynamics at mesoscale, particularly far from equilibrium.