Introduction: Automated cake production traces can process hundreds to Many cakes for each hour, boosting efficiency, customization, and shelf everyday living for big-scale institutional bakeries. Inefficiencies typically lurk in chaotic bakery workflows-manual preparation, inconsistent baking outcomes, and delayed packaging gradual manufacturing