Introduction: Automated cake generation lines can course of action hundreds to Many cakes per hour, boosting effectiveness, customization, and shelf everyday living for big-scale institutional bakeries. Inefficiencies usually lurk in chaotic bakery workflows-manual planning, inconsistent