Fan Wu · CLIENT: Shanghai Seer Intelligent Technology Co., Ltd.
X1 Pro is a wheeled humanoid robot designed for handling work in warehouses and logistics facilities. The robot recognizes, grasps and moves boxes of different types, colors and sizes without manual guidance. Two modes are available. In locomotion mode the chassis lowers for fast travel of up to 10 meters per second. In operation mode the chassis rises and works together with the robotic arm and the end effector, covering the range from floor level to the top of shelving units. Boxes above 40 kilograms can be carried.
Press Kit
- Unique Properties
- Driven by the FAM series of embodied models developed in house, the X1 PRO wheeled humanoid robot achieves fully autonomous recognition, grasping, and precise handling of boxes of various types, colors, and sizes in unstructured industrial warehousing and logistics scenarios.
- Dimensions & Packaging
- 680 mm x 615.5 mm x 1772.6 mm
- Tags
- Dual Modality, Wheeled, Humanoid Robot, Efficient, Self Adaptive, Autonomous Learning and Evolutionary Capability
- Production Technology
- The X1 PRO features dual mode switching between locomotion and operation modes. In locomotion mode, the chassis adaptively lowers to enable high-speed movement of up to 10 meters per second. In operation mode, the chassis automatically raises, coordinating the MDOF system of the robotic arm, end effector, and chassis to efficiently perform a variety of tasks. This configuration fully covers the entire operational range from ground level to the top of shelving units.
- Design Challenge
- The X1 PRO operates in highly complex task scenarios. Enabling the model to extract core features from very few samples for generalized learning while maintaining accuracy and stability requires fundamental redesign of the underlying algorithmic architecture, realignment of multimodal data fusion, and logical reconstruction. The technical innovation and difficulty of this development are extremely high, with no established industry reference path available.
- Project Duration
- The project began in Shanghai in March 2024, was completed in May 2025, and was exhibited at CeMAT Shanghai 2025.
- Operation Flow
- Built on a proprietary 3D thermal map alignment architecture, the FAM series models revolutionize the hourglass shaped information processing flow of traditional vision language action models. This allows the X1 PRO to learn and deploy each complex task with only three to five demonstration samples, reducing data requirements to one percent of conventional levels, meeting the industrial need for rapid deployment and flexible response.
- Research
- Leveraging the physical interaction modeling capability of the FAM series, the X1 PRO generates optimal grasping and motion strategies in real time based on box weight, center of gravity, and material, autonomously adjusting force and posture. It can smoothly transport boxes exceeding 40 kilograms while maintaining strong robustness under complex load variations, achieving high load, high dynamic industrial grade full process operation.
- Inspiration
- Industrial robotics is evolving from rigid automation to flexible intelligence. Addressing the pain points of high deployment costs and insufficient task generalization in traditional robots, embodied intelligence technology equips robots with multimodal autonomous perception and learning capabilities, enabling them to achieve human like perception and execution, a pathway considered key to overcoming current technical bottlenecks.
- Image Credits
- Fan Wu
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