Combines molecular dynamics and statistical physics to clarify water‑mediated interactions, protein folding/aggregation, and peptide–membrane disruption. Integrates machine learning for sequence‑to‑structure discovery and builds simulation tools for biointerfaces, soft materials, and antimicrobial peptide discovery.