Develops multifrequency AFM to quantify subsurface and viscoelastic properties in soft matter, translating nanoscale insights to polymer additive manufacturing. Optimizes print parameters, hot‑end flow, and annealing to tune strength, reliability, and surface finish; work extends to nanofibers and thin films.