Introduction: automatic cake output traces can approach hundreds to 1000s of cakes for each hour, enhancing effectiveness, customization, and shelf lifetime for big-scale institutional bakeries. Inefficiencies usually lurk in busy bakery workflows-guide preparation, inconsistent baking ou