The narrative surrounding AI-native, no-code robotics frames automation not merely as a technological advancement but as a tool for socioeconomic empowerment and national industrial growth. The emphasis on "AI-native" and "no-code" programming mitigates traditional barriers to entry, suggesting that advanced industrial capabilities are accessible to a broader range of workers. However, this framing risks obscuring the costs and consequences of the transition, particularly who benefits from the i...