ASTEROID is a data-driven framework that predicts multi-step atomic coordinates in molecular dynamics simulations without iterative integration. It uses a spatiotemporal Transformer architecture to model multiscale dependencies, achieving higher accuracy and reduced computational cost compared to existing methods on quantum-mechanics derived datasets.