Introduction: Automated cake generation lines can method hundreds to Many cakes for each hour, enhancing effectiveness, customization, and shelf lifetime for giant-scale institutional bakeries. Inefficiencies frequently lurk in fast paced bakery workflows-guide preparing, inconsistent baking results, and delayed packaging gradual creation and infl