UniSim is a new Unified Simulator designed for Time-Coarsened Dynamics of Biomolecules.It leverages cross-domain knowledge to enhance the understanding of atomic interactions.UniSim employs a multi-head pretraining approach and a force guidance module for rapidly adapting to different chemical environments.Experiments show that UniSim performs well across small molecules, peptides, and proteins.