Shenzhen Customs has taken a groundbreaking step by introducing the self-developed DeepSeek-R1 intelligent inspection robot, heralding a new era of technological innovation in the field of hazardous chemicals and fruit customs clearance supervision. This advanced robot seamlessly integrates data from ten core business systems, constructing a sophisticated intelligent data platform that dramatically boosts customs clearance efficiency and intelligence. Leveraging a large-scale model-based knowledge graph, it boasts a remarkable recognition accuracy of up to 95% in complex environments. Since its pilot implementation, the robot has successfully thwarted numerous instances of fraudulent declarations of dangerous goods. Furthermore, it has slashed the inspection time for imported fruits by 30% and reduced the inspection time for hazardous chemicals by 50%, while minimizing manual intervention by 80%. Ports such as Futian and Huanggang have also embraced this technological wave, deploying translation machines, cleaning robots, and other state-of-the-art equipment. These initiatives are accelerating the intelligent transformation of Mawan Smart Port, fostering seamless and efficient operational collaboration.