More importantly, future work should focus on fine-tuning the foundation model to better describe the energetics of these systems. By providing insights into the capabilities and limitations of such computational workflows, our study aims to pave the way for targeted computational investigations of other complex electrocatalytic processes, particularly those involving dynamic surface restructuring and competing reaction pathways at different potential ranges. the Supporting Information.