Introduction: automatic cake creation lines can system hundreds to A huge number of cakes for each hour, boosting effectiveness, customization, and shelf daily life for large-scale institutional bakeries. Inefficiencies usually lurk in occupied bakery workflows-handbook preparation, inconsistent baking results, and delayed packaging slow output an