Single-molecule localization and diffusivity microscopy (SMLDM) integrates deep learning with diffusion theory and super-resolution imaging to extract single-molecule diffusivity and localization information from single-molecule snapshots, generating insights into dynamic biological processes such as chromatin activity, focal adhesions, GPCR drug response and phase separation.