Based on unmet clinical needs, relevant research backgrounds, and scientific evidence, it is planned to conduct a prospective, dual-cohort exploratory study. The aim of this study is to explore the efficacy and safety of ricartuzumab combined with pertuzumab and epalrestat-vorolizumab in the first-line treatment of HER2-expressing locally advanced or metastatic biliary tract cancer. It is expected to provide more treatment options for biliary tract cancer patients, optimize treatment strategies, and improve patients' long-term survival rates.