flatspin is a novel simulator for systems of interacting mesoscopic spins on a lattice, also known as artificial spin ice (ASI). Through GPU acceleration, flatspin can simulate the dynamics of millions of magnets within practical time frames, enabling exploration of large-scale emergent phenomena at unprecedented speeds.