Beyond simple MD, DSMC, and CFD studies, we are developing coupling strategies and simulations to bridge the discrete and continuous features across space and time, including multiscale MD/DSMC-CFD coupling, multiscale particle dynamics (DSMC-USP), and AI-based data-driven with targeted application in hypersonic flow and heat transfer, re-entry, and thermal barrier coatings, as well as droplet dynamics.