Machine-learning-driven global exploration reveals atomic-scale degradation of LiNiO 2 during delithiation

Machine-learning-driven global exploration uncovers the atomic-scale degradation mechanisms of LiNiO 2 cathodes during delithiation, revealing facet-dependent reconstruction pathways and dopant effects to guide high-stability cathode design.