Introduction: Automated cake production strains can approach hundreds to A large number of cakes for each hour, maximizing efficiency, customization, and shelf lifetime for large-scale institutional bakeries. Inefficiencies normally lurk in active bakery workflows-guide planning, inconsistent baking results, and delayed packaging slow manufacturin