I develop reduced-order multiphysics models and calorimetric diagnostics that connect electrochemistry, heat generation, and mechanics in lithium‑ion cells. The work accelerates cell assembly decisions, predicts thermal behavior and hysteresis, and supports design and management across cell formats.