Battery packs undergoing thermal runaway pose a serious safety hazard, and accurate modeling of these systems is crucial for system design and safety. However, the multiscale nature of these systems presents a significant challenge, as accurately resolving spatial and temporal scales spanning multiple orders of magnitude is computationally intensive and pushes the limits of theoretical models.