Connects biomaterials and mechanics: designs tissue‑safe bioadhesives; engineers sustainable protein–cellulose nanocomposites via interphase control; and develops architected metamaterials with data‑efficient inverse design. Integrates micro/nanomechanics with physics‑guided ML for characterization and design.