The deployment density of service and mobile robots in commercial environments has surged over the past three years. What began as narrowly defined automation—inspection units in factories or delivery bots in controlled settings—has expanded into restaurants, retail stores, hospitals, warehouses, and even outdoor logistics. Yet despite this rapid proliferation, most of these machines still operate on rigid rules and pre-programmed workflows, closer to moving appliances than adaptive systems.