The computational modeling of chem. reactions at electrode interfaces presents extraordinary challenges from the perspective of electronic structure theory. Target applications include electrolyte redn. in formation of the solid-electrolyte interphase (SEI) and the nucleation and growth of metal dendrites. These problems combine large system sizes with subtle interactions, multiple dynamical timescales, and electronically non-adiabatic eects. The development of new methods to perform reliable, on-the-fly electronic structure calcns. at a computational cost that makes feasible the simulation of long-timescale dynamics in large systems remains a central theor. challenge. We describe recent progress towards the development of accurate, scalabl...