On November 3, CeMAT ASIA 2026 officially opened at the Shanghai New International Expo Centre.

Under the theme “Robot Brain: All Robots. One Platform. Fully in Your Control,” SEER Robotics is presenting its full lineup of Robot Brain products together with a wide range of robots powered by the SEER Robot Brain at Booth W2-G4-1.

The booth has been drawing large crowds. Long queues form at the interactive zone where humanoid robots serve drinks; two AI delivery robots with different payloads make their way through narrow aisles and steer around obstacles; and an omnidirectional reach forklift truck shifts laterally with agility among pallets of various types, forking them with precision.

What is unfolding on site is not a product showcase, but a demonstration of the Robot Brain’s capabilities. Behind robots of every form factor lies one and the same set of underlying capabilities provided by the Robot Brain.

The Robot Brain: One Set of Underlying Capabilities for Different Robots
As the number of robots keeps growing and their form factors become increasingly diverse, enterprises need more than simply more robots. They need a common intelligence foundation that enables different robots to integrate into operations and work collaboratively.

SEER Robotics’ answer is an integrated three-part Robot Brain composed of the Model, the Cerebellum and the Neural pathways. The Model understands tasks, processes information and makes decisions; the Cerebellum translates decisions into stable, coordinated motions; and the Neural pathways connect the brain to the body, transmitting commands to the robot and continuously feeding back real-world state.

This architecture is not bound to any single robot form factor. Through a unified hardware and software system and its adaptation capabilities, humanoid robots, robot dogs, composite robots and intelligent forklifts, among others, can all be connected to the SEER Robot Brain capability ecosystem.

To date, the SEER Robot Brain has been adapted to more than 400 core component types and supports more than 2,000 robot SKUs. From movement and material handling to more complex operational tasks, SEER aims to draw on universal underlying intelligence to support different robot forms as they continue to expand the boundaries of application.

At the SEER Robotics booth, the full Robot Brain product lineup is presented together. Through a transparent chassis visualization, visitors can see at first hand the connection between the Robot Brain and the robot body.


From Different Robots to Real-World Tasks: Robot Brain Capabilities Verified on Site
1. Humanoid Robot Embodied Intelligence Zone: Understanding Orders and Fetching Water Autonomously
On site, visitors issue a water-fetching command through a tablet, and the X1 PRO humanoid robot autonomously understands the task, plans the execution steps, locates the requested drink, and completes grasping and handover.

Behind a single cup of water lies a chain of capabilities, including multimodal perception and task understanding, autonomous planning over long task chains, and body coordination and dexterous manipulation. The humanoid robot has to translate task commands into continuous, coordinated movements and complete the task in response to its environment.

• Multimodal visual perception: recognizes the environment and target objects.
• Autonomous long-task-chain planning: breaks complex tasks down into a series of consecutive steps and completes planning according to the environment.
• Flexible manipulation and precision control: coordinates the body and actuators such as the robotic arm to complete grasping and handover.
• Task generalization: adjusts the subsequent execution process in the face of different task requirements and environmental changes.

The humanoid robot is one body form to which the Robot Brain can adapt, and one possible route for embodied intelligence to enter real-world business scenarios. What SEER Robotics has always focused on is how to make the Robot Brain compatible with more robot forms, so that model capabilities are truly translated into operational capabilities that robots can execute and that can be verified, supporting ever more complex tasks.

2. AI Delivery Robots: Multi-Robot Collaboration in Complex Scenarios
In the dynamic robot zone, SEER Robotics demonstrates the AI delivery robots P300 and P1500 operating together in the same area, performing dynamic obstacle avoidance, dynamic detouring, crossings in narrow aisles and extreme S-curve navigation.

Faced with limited passage space and the dynamic changes brought by other robots, the robots run collaboratively through real-time communication and route adjustment. Local obstacle avoidance on each individual robot works in tandem with the global scheduling and management system, enabling multiple robots to complete operations together.

Aisles in real factories are not always wide and orderly. The multi-robot mixed-traffic demonstration shows precisely the ability of robots to adapt to complex traffic environments and to move from individual autonomous operation to multi-robot collaboration. It also reflects SEER Robotics’ system capability for the unified scheduling and management of fleets on the scale of a hundred robots.

3. Omnidirectional Reach Forklift Truck: Recognition and Forking of Multiple Pallet Types in Non-Fixed Positions
In another area, the omnidirectional reach forklift truck demonstrates its ability to autonomously recognize and precisely fork pallets that differ in type, placement orientation and position.

The robot can autonomously identify the target pallet and its posture and, combining localization with motion control, complete precise forking and stacking of pallets. For different pallet types, no identification markers need to be applied in advance, and pallets are not required to remain in fixed placement positions.

Together with its omnidirectional mobility, the robot can flexibly adjust its own posture within a limited space, better adapting to the pick-and-place requirements of compact work areas.


The Robot Brain: All Robots. One Platform. Fully in Your Control

The booth shows what the Robot Brain can accomplish, while long-term operation in real-world scenarios puts these capabilities to a further test.

By the end of 2025, the number of robots powered by the SEER Robot Brain deployed worldwide had exceeded 50,000, serving more than 2,500 customers in more than 20 industries across the globe. Real-world scenarios are not only where the Robot Brain creates value, but also an essential foundation for its continued evolution.

From one Robot Brain adapting to different robots, to different robots completing complex tasks, and further to multiple robots entering real business operations and working collaboratively, SEER Robotics hopes to lower the barriers across the development, acquisition and use of robots through the Robot Brain and its open platform.

Robots may have different bodies and take on different tasks, but they all require a reliable, open and continuously evolving intelligence foundation.

CeMAT still has three days to run. We welcome you to visit the SEER Robotics booth at W2-G4-1, Shanghai New International Expo Centre, to experience more embodied interactions on site and talk with the SEER Robotics team about the broader possibilities for deploying the Robot Brain and embodied intelligence across a wide range of industrial and commercial applications.

The Robot Brain: All Robots. One Platform. Fully in Your Control.