I work across soft materials and battery systems. Using analytical chemistry, quantitative modeling, and machine learning, I tune dynamic hydrogel mechanics, accelerate screening of amorphous polymer electrolytes, and stabilize electrode–electrolyte interfaces for high‑voltage Li‑ion cells.