Introduction: automatic cake production traces can procedure hundreds to A large number of cakes per hour, maximizing performance, customization, and shelf lifetime for large-scale institutional bakeries. Inefficiencies usually lurk in busy bakery workflows-handbook planning, inconsistent baking results, and delayed packaging slow output and infla