Introduction: automatic cake generation lines can approach hundreds to A large number of cakes per hour, maximizing efficiency, customization, and shelf existence for large-scale institutional bakeries. Inefficiencies often lurk in chaotic bakery workflows-guide planning, inconsistent bak