Introduction: Automated cake generation traces can approach hundreds to Countless cakes for every hour, maximizing efficiency, customization, and shelf lifestyle for giant-scale institutional bakeries. Inefficiencies normally lurk in occupied bakery workflows-guide preparing, inconsistent