Introduction: automatic cake creation strains can approach hundreds to thousands of cakes for every hour, improving effectiveness, customization, and shelf lifetime for large-scale institutional bakeries. Inefficiencies frequently lurk in busy bakery workflows-handbook preparing, inconsistent baking outcomes, and delayed packaging slow output and