Introduction: Automated cake output lines can process hundreds to 1000s of cakes per hour, boosting performance, customization, and shelf lifetime for large-scale institutional bakeries. Inefficiencies frequently lurk in chaotic bakery workflows-handbook planning, inconsistent baking outcomes, and delayed packaging sluggish creation and inflate pr