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. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0sd15zwrhszqclowc.JPEG" width="850px" style="width:850px"/></div> 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. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0sdtz4dqyxt7tw3ks.JPEG" width="850px" style="width:850px"/></div> 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. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0seo0z5q60obmluy9.JPEG" width="850px" style="width:850px"/></div> 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.<ul><li>Multimodal visual perception: recognizes the environment and target objects.</li><li>Autonomous long-task-chain planning: breaks complex tasks down into a series of consecutive steps and completes planning according to the environment.</li><li>Flexible manipulation and precision control: coordinates the body and actuators such as the robotic arm to complete grasping and handover.</li><li>Task generalization: adjusts the subsequent execution process in the face of different task requirements and environmental changes.</li></ul> <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0sfif8lr8hwxtjcl.JPEG" width="850px" style="width:850px"/></div> 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. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0sg1kkiq0x3mlt6em.JPEG" width="850px" style="width:850px"/></div> 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. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0sgngbcf62aie2gy.JPEG" width="850px" style="width:850px"/></div> 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. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0shrvh0tlohv5y38pn.JPEG" width="850px" style="width:850px"/></div> 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 <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0sizlns04lrl6p11f.JPEG" width="850px" style="width:850px"/></div> 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. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mw0sjmzlil3aj91zeol.gif" width="850px" style="width:850px"/></div> 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.

Live from CeMAT: How the Robot Brain Delivers “All Robots. One Platform. Fully in Your Control”

Forbes China has officially released its 2026 List of 100 Most Influential Chinese. Zhao Yue, Founder, Chairman and Chief Executive Officer of SEER Robotics (0610.HK), has been named to the list under the &quot;Value Creators&quot; category. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvyopev7zghorljlw1q.png" width="850px" style="width:850px"/></div> Now in its sixth consecutive year, the Forbes China ranking recognizes Chinese individuals who drive innovation and transformation across global technology, business and social development, organized through three categories: Value Creators, Trend Explorers and Industry Reshapers. The Value Creators category focuses on fields such as cutting-edge technology and globalized services, honoring leading figures who drive corporate growth through technological innovation and create long-term value through business practice. This year&#x27;s honorees also include tennis player Zheng Qinwen, named to the list for the third consecutive year, and table tennis player Fan Zhendong, who makes his first appearance. Representatives from the AI and robotics sectors include the founders of MiniMax and Moonshot AI and the co-founder of AGIBOT. Spanning embodied intelligence, the infrastructure layer and the application layer, the selections reflect a structural shift in global technology priorities. Zhao Yue&#x27;s selection recognizes his long-standing dedication to the robotics field. It also underscores the value delivered by SEER Robotics, which, with the Robot Brain at its core, drives innovation in foundational embodied intelligence technologies and their industrial deployment — reflecting the efforts of Chinese robotics companies to pursue continuous innovation in core control and advance toward large-scale application. Starting from Real-World Scenarios: Exploring the Frontiers of Robot Brain Innovation A graduate of Zhejiang University, Zhao Yue began working with robotics during his studies, when he led a team to the world championship in the Small Size League at the RoboCup robot soccer competition. He has since focused his research and entrepreneurial work on robot control and intelligence. In 2020, he founded SEER Robotics, leading the company to pursue independent research and development of core robotics hardware and software while continuing to deepen its expertise in robot control technologies. In Zhao Yue&#x27;s view, the growth of the robotics industry requires not only a broad range of robot bodies, but more importantly, the underlying capabilities that support the development, operation and collaboration of different robots. Pursuing this direction, SEER Robotics has built a product and technology system centered on the &quot;Robot Brain.&quot; The Robot Brain is an integrated three-in-one system comprising the Model, Cerebellum and Nervous System, providing unified support for robots&#x27; perception and understanding, decision-making and execution, and hardware-software coordination. From Technological Innovation to Large-Scale Deployment: Building Embodied Infrastructure Under Zhao Yue&#x27;s leadership, SEER Robotics has built an open robotics platform anchored by the Robot Brain, providing customers with one-stop solutions covering the development, acquisition and use of intelligent robots. Through sustained technological accumulation and market expansion, SEER Robotics ranked first worldwide in intelligent robot controller sales for three consecutive years from 2023 to 2025. On June 24, 2026, the company officially listed on the Main Board of the Hong Kong Stock Exchange, becoming the first &quot;Robot Brain&quot; stock on the Hong Kong market and bringing the core technologies and industrial value of the Robot Brain to greater attention in capital markets. By the end of 2025, more than 50,000 robots equipped with the SEER Robot Brain had been cumulatively deployed across a wide range of robot bodies, task types and application environments. As these robots continue to perform real tasks, real-world operational data flows back — with customer authorization and in compliance with data regulations — providing real-robot data to support model training, optimization and iteration. This has gradually formed a real-robot data flywheel of &quot;deployment – data feedback – closed-loop training – model iteration – expanded deployment,&quot; enabling the Robot Brain to evolve continuously in real applications. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvyoqxx6ld0qrq685er.png" width="850px" style="width:850px"/></div> This honor recognizes the long-term commitment of Zhao Yue and SEER Robotics to core technology innovation and to advancing the embodied intelligence industry. It also reflects the company&#x27;s continued exploration of the Robot Brain and the industrialization of embodied intelligence. Going forward, SEER Robotics will continue to center its work on the Robot Brain, building the foundational capabilities of real-world intelligent systems and advancing embodied intelligence from technological exploration toward broader application in real-world scenarios.

Zhao Yue, Founder of SEER Robotics, Named to Forbes China's 2026 List of 100 Most Influential Chinese

🧠 Robot Brain: All Robots. One Platform. Fully in Your Control How can a single brain drive robots of different forms and capabilities? Model, Cerebellum, and Neural pathways — each with its own role. Come to the booth and see more of what the Robot Brain can do. 🦾 Embodied Intelligence Meets Real-World Scenarios From autonomous perception to task understanding, from continuous operation to rapid adaptation — no staged demos. Witness live how robots understand tasks, plan autonomously, and execute operations, as embodied intelligence moves from model-level decision-making to real-world action. 🤖 Real Work Tasks: Seeing Is Believing Watch AI delivery robots handle two-robot encounters in narrow aisles, avoid obstacles dynamically, and pass through extreme S-shaped bends; see the omnidirectional intelligent pallet truck travel laterally, recognizing and picking up multiple pallet types — full-perimeter, three-runner, and nine-leg pallets. The robots&#x27; real skills, proven live at the booth. 🎛 Multi-Robot Collaboration for Efficient Operations With multiple robots working in the same space, how do you avoid collisions, waiting, and chaos? The Robot Brain orchestrates the fleet, robots yield to one another in real time, and tasks are handed off automatically — keeping operations orderly even in complex environments like narrow aisles and intersections. Come see it for yourself. 📍 Find SEER Robotics at Booth W2-G4-1! 👋 November 3–6, Shanghai New International Expo Centre. 💡 Scan the QR code to claim a limited-time free ticket — and unlock more highlights on-site. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvynsy0p7uv8jsvspv9.png" width="850px" style="width:850px"/></div>

5 Days to Go! A Sneak Peek at the SEER Robotics Booth at CeMAT ASIA 2026

Removing the portafilter, catching the freshly ground coffee, distributing the grounds, tamping, locking the portafilter, placing the cup, initiating extraction, then serving the cup, clearing the spent puck, rinsing the portafilter, and returning every tool to its position—from brewing to cleanup, a single robot arm completes an entire cup of coffee autonomously. This is the longest, most multi-step robotic coffee-making task SEER Robotics has demonstrated to date, requiring no human intervention at any point. Rather than fragmenting a complex workflow into isolated, disconnected motions, it preserves the complete process from preparation through brewing to cleanup. Making coffee is not a simple stack of actions. Whether the portafilter is seated correctly, whether the grounds are evenly tamped, whether the cup sits in the right position—all of these factors affect the steps that follow. The robot must not only execute high-precision motions such as grasping, alignment, and tamping, but also continuously determine its next move based on task progress and the current scene. This is a direct test of embodied intelligence&#x27;s long-horizon task capability: chaining together a sequence of interdependent operations and executing them continuously from the first step to the last, rather than performing a single preset motion. The more steps involved, the more complex the transitions between changing task states and successive actions become. Teaching the Model Through a Hands-On Practicum Teaching a robot to make coffee is not about writing a dozens-of-pages instruction manual or hard-coding a fixed set of coordinates for every motion. SEER Robotics&#x27; approach is to feed the model learning material through operational demonstrations on real equipment—much like a barista&#x27;s hands-on practicum. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mvqeheyfitfjkjzqsqs.gif" width="850px" style="width:850px"/></div> Demonstrations are first performed in front of a real espresso machine and its accessories. The system simultaneously records what the robot sees and how it should move—camera feeds, task instructions, robot arm positions, motion trajectories, and grasp-and-place actions—all of which become training data. Building on this, SEER Robotics uses a small amount of real operational data to fine-tune its proprietary VLA (Vision-Language-Action) model, enabling it to output corresponding action decisions by combining the current visual scene with task requirements. Once training is complete, repeated verification on real hardware is still required. What happens if the cup&#x27;s position shifts? What if a tool is not perfectly aligned? Issues exposed during real-robot operation are used to supplement training data and iterate the model, gradually improving task execution capability. The entire process can be summarized as: human demonstration → data collection → model training → real-robot testing → data supplementation → retraining. Another notable aspect of this approach is the model&#x27;s adaptability to real-world scene variations. The robot arm uses a general-purpose gripper rather than coffee-specific fixtures. When faced with coffee cups at different positions and heights, the model must re-perceive the scene and determine the appropriate action, rather than simply reproducing a fixed trajectory. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mvqehwrvuwvcw5c2bvj.webp" width="850px" style="width:850px"/></div> By learning from real operational data and then iterating through real-robot verification, the model gradually acquires the continuous decision-making and scene adaptation capabilities required to complete long-horizon tasks. The Robot Brain: From Model Decisions to Real-World Robot Action The key to completing a fully automated coffee-making task lies in the robot brain—the component that translates these decisions into real physical actions. The SEER Robotics robot brain comprises three layers: the Model, the Cerebellum, and the Nervous System. The Model is responsible for understanding the scene, comprehending the task, and making decisions; the Cerebellum handles motion planning and action execution; the Nervous System connects sensors, joints, and actuators through unified interfaces and protocols. Working in concert, these three layers translate the model&#x27;s decisions into coherent, precise physical operations by the robot arm. A cup of coffee may seem mundane, but behind it lies a comprehensive test of long-horizon memory, high-precision manipulation, fully autonomous execution, and scene adaptation. From tamping and locking to extraction and cleaning, the coffee task demonstrates not merely how many motions a robot arm can perform, but how embodied intelligence connects scene understanding, continuous decision-making, and precise execution to complete an entire long-horizon task. Moving from individual motions to complete tasks represents a critical step forward for embodied intelligence entering real-world service scenarios.

Fully Autonomous End-to-End! The Long-Horizon Embodied Intelligence Behind a Cup of Coffee

From material handling and line-side delivery in factories, to delivery services in commercial settings, and to inspection in campuses and industrial parks, as well as robotics development and hands-on practice in educational environments, robots are entering an ever-wider range of industries and applications. As deployment expands, robot form factors diversify and the tasks they undertake grow more complex. From a single robot addressing one specific problem to multiple robots each taking on different tasks in parallel, both the scale and complexity of robotic deployments are increasing. As robots enter more environments, the questions enterprises and developers must consider also evolve: How do you choose the right robot for each scenario? Once deployed in real-world settings, can robots perform tasks reliably? And when multiple robots operate simultaneously, how can they be effectively managed? The next step in robotics is not simply adding more robots. What enterprises truly need is the ability to develop, select, and deploy the right robots more efficiently across diverse scenarios and tasks—and to make them perform reliably in real business operations. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvqetwrb9qdxd6cifyo.jpg" width="850px" style="width:850px"/></div> Different scenarios impose different requirements on robots. Industrial settings demand robots capable of material transport, precise fork pickup, and stacking; commercial services may involve item delivery and mobile service tasks; and educational environments require robots that support development, debugging, and hands-on application practice. Different tasks call for different robot form factors, mobility capabilities, and execution methods. For developers, lowering the barrier to developing and adapting robots across different configurations is critical to getting solutions off the ground. For end users, choosing the right robot based on actual requirements is equally decisive for deployment outcomes. This is precisely where adaptability comes in: a shared set of foundational capabilities—the robot brain—that enables the development and deployment of diverse robot types. The SEER Robotics Nebula Platform already supports over 2,000 robot SKUs. At CeMAT ASIA 2026, we will demonstrate on-site how multiple robot types, all powered by the same robot brain, execute different tasks: dexterous grasping and manipulation by a humanoid robot, collaborative navigation of AI delivery robots in extremely narrow passageways, and omnidirectional pickup and drop-off by smart forklifts. A robot&#x27;s capabilities cannot be judged by a single demo; they must be proven through real-world tasks. The SEER Robotics robot brain has already been deployed across industrial, commercial, and educational service sectors, accumulating real-world operational data through live applications to drive continuous evolution of the robot brain. To date, more than 50,000 robots powered by the SEER robot brain are operating in real-world settings, spanning different hardware platforms, tasks, and environments. This large-scale real deployment enables SEER to continually encounter richer scenarios and challenges, and—under customer authorization and in compliance with data governance requirements—to accumulate real-world operational data usable for training and optimization. By building a data flywheel of &quot;deployment—data feedback—closed-loop training—model iteration—expanded deployment,&quot; SEER Robotics uses data gathered from real-world scenarios to train and optimize the robot brain. Iterated models are then redeployed to robots and continuously validated and improved through new real-world tasks, driving steady advancement in robots&#x27; ability to execute complex operations. From adapting to diverse robot form factors to driving capability iteration through real-world scenarios, SEER Robotics is enabling the robot brain to support an ever-growing range of deployed robotic applications, continuously pushing the boundaries of what is possible. November 3–6: We invite you to visit us at CeMAT ASIA 2026, Booth W2-G4-1, Shanghai New International Expo Centre. We look forward to welcoming you.

As Robots Multiply, What Do Enterprises Actually Need?

From November 3 to 6, CeMAT ASIA 2026 — the Asian International Logistics Technology and Transportation Systems Exhibition — will take place at the Shanghai New International Expo Centre. SEER Robotics will present under the theme &quot;Robot Brain: All Robots. One Platform. Fully in Your Control,&quot; showcasing its full range of robot brain solutions and embodied AI robots at Booth W2-G4-1. The booth will demonstrate SEER Robotics&#x27; practical exploration, from foundational robot brain capabilities to embodied AI applications, delivering All Robots. One Platform. Fully in Your Control. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvgnfpoavm3qli0izx.jpg" width="850px" style="width:850px"/></div> Why Are More People Turning Their Attention to the &quot;Robot Brain&quot;? As robots are increasingly deployed across industrial and commercial settings, demand for robotic applications continues to expand. Different tasks require different robot form factors and execution capabilities. Enterprises are no longer focused solely on the robot hardware itself; they also need to know how to quickly acquire suitable robots, how to enable different robots to accomplish real tasks, and how to achieve unified management of multi-robot fleets. This has made the robot brain a central focus across the industry. While the robot body determines its physical form, the robot brain and its underlying capabilities govern how a robot understands tasks, perceives its environment, plans motions, controls execution, and adapts to diverse application requirements. What Sets SEER Robotics&#x27; Robot Brain Apart? As more enterprises discuss the robot brain, what exactly is it? At SEER Robotics, the robot brain is not a single large model or a piece of control hardware. It is a complete system composed of a Model, a Cerebellum, and Neural pathways. Robot Brain = Model + Cerebellum + Neural pathways, forming an integrated three-part system. The Model understands tasks, processes information, and makes decisions. The Cerebellum translates those decisions into stable, coordinated motions. The Neural pathways connect the brain to the body, transmitting commands to the robot and continuously feeding back real-world state. Working together, these three components enable a robot to move from task understanding to real-world action. SEER Robotics&#x27; robot brain is not limited to a single robot form factor — it supports multi-form adaptability. For robots of varying configurations, locomotion methods, and task requirements, SEER Robotics leverages shared foundational capabilities and adaptation mechanisms to support the development and deployment of diverse robot types. To date, SEER Robotics has built a product portfolio and platform ecosystem covering humanoid robots, quadruped robots, and other form factors, supporting more than 2,000 robot SKUs. More importantly, the robot brain must deliver value in real-world deployments — this is what we call scenario authenticity. From the robot brain, to multi-form robots supported by an open platform, to software systems for unified multi-robot management and scheduling, SEER Robotics has extended its foundational capabilities across the entire robot lifecycle — development, acquisition, and operation. This ensures the robot brain truly serves as the foundation that enables robots to take on real-world tasks. According to CIC (China Insights Consultancy), SEER Robotics ranked No. 1 worldwide in robot controller sales for three consecutive years from 2023 to 2025. This also reflects SEER Robotics&#x27; approach to embodied AI: integrating intelligent capabilities with robot hardware, motion control, and real-world tasks, so that robots evolve from performing a single function to accomplishing a broader range of tasks in real environments. Join SEER Robotics at Booth W2-G4-1 on November 3 — See More Robot Brain Applications in Action At CeMAT ASIA 2026, SEER Robotics will focus on the robot brain — from its foundational capabilities, to robots with diverse locomotion and manipulation abilities, to multi-robot collaborative operation — showcasing on-site SEER Robotics&#x27; practical work in embodied AI robot development and deployment. From November 3 to 6, we welcome you to visit the SEER Robotics booth at CeMAT ASIA 2026. Get an up-close look at the foundational capabilities of the robot brain and multi-form embodied AI robot applications, explore new possibilities for robot development, acquisition, and deployment, and experience All Robots. One Platform. Fully in Your Control.

Exhibition Invitation | SEER Robotics Invites You to Meet at CeMAT ASIA 2026 in Shanghai

Three rods, three discs of varying sizes — a Hanoi Tower sits quietly on the demonstration platform. Through its camera, the robotic arm observes the platform, grasps the discs, moves them into position, and adjusts each placement, transferring all three discs to the target rod step by step. The sequence spans seven consecutive moves; each one must obey the rules of the Hanoi Tower while meeting strict requirements for gripping position and motion precision. Even when an observer slides the base to shift the tower’s overall position, or rearranges the discs into any arbitrary intermediate state, the robotic arm still recognizes the new configuration, determines the next move, and continues to complete the remaining task. What appears to be a simple tabletop game is, in fact, a rigorous test of an embodied AI model’s logical reasoning and long-horizon memory, its fine-manipulation skills, and its ability to generalize when the environment changes. From Understanding the State to Executing the Move The rules of the Hanoi Tower are straightforward: transfer the discs of different sizes from one rod to another, moving only one disc at a time, and never placing a larger disc on top of a smaller one. For a three-disc tower, the standard solution takes seven moves. The challenge is that the robotic arm cannot simply execute isolated picks; it must, across a continuously evolving state, reason out which disc to move at each step in order to complete the task. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvqfbpzcu9pcii5m8bd.webp" width="850px" style="width:850px"/></div> This requires the model to connect visual perception, task-level reasoning, and motion execution. The model captures the current scene through its camera, identifies the discs and their spatial relationships; together with the tower’s rules and the task goal, it reasons out the next move; and it then translates that decision into the arm’s grasping, moving, and placing actions. After each move, the positions of the discs change, and the model must face a fresh scene and carry on with the next steps. The leap from single-action execution to logical reasoning, long-horizon memory, and fine manipulation within a continuous task is the key technical highlight of this Hanoi Tower demonstration. Interruptible, and Ready to Resume at Any Time If the robotic arm only ever faced a tower at a fixed position and layout, task execution could rely on relatively stable operating conditions. In this demonstration, however, observers can step in at any moment and actively change those conditions. Slide the base to shift the whole arrangement of discs and rods; place a disc already in the gripper back onto any rod, resetting the task to any state; or even swap in different component styles such as gold, silver, and bronze tokens or donut-shaped pieces. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvqfcjneoqj5jup9pt.gif" width="850px" style="width:850px"/></div> Faced with these changes, the robotic arm must re-perceive the current scene, determine the actual distribution of the discs, and adjust its next move accordingly — rather than blindly following an action sequence that no longer applies. This tests not only the model’s understanding of task state but also its ability to generalize. Behind it lies SEER Robotics’ self-developed VLA model: trained on just 60 demonstration trajectories, it generalizes across object position, color, and shape — a reflection of the model’s foundational comprehension. To translate model capability into real robotic operation, the robot’s “brain” must provide coordinated support. The SEER Robotics robot brain is composed of a model, a cerebellum, and nerves: the model understands the scene, grasps the task, and makes decisions; the cerebellum handles motion planning and execution; and the nerves connect sensors, joints, and actuators through unified interfaces and protocols. Working in concert, these three layers turn the model’s understanding and decisions into the arm’s physical actions. From the Hanoi Tower to Real-World Business Scenarios The Hanoi Tower is a task with well-defined rules, yet it concentrates several of the core challenges facing embodied intelligence: understanding real scenes, sustaining continuous reasoning, executing motions precisely, and adapting subsequent actions after the environment changes. These capabilities are essential as robots move toward more complex real-world tasks. On actual industrial and commercial service floors, objects shift position, the items being handled differ, and task workflows must be adjusted. A robot must not only execute motions but also respond appropriately based on the state of the scene. What the Hanoi Tower demonstration showcases is precisely the coordinated capability of the SEER Robotics robot brain — from scene understanding and task reasoning to motion execution. With the model, cerebellum, and nerves working together, a robot can not only carry out prescribed actions but also understand the task, adapt to change, and continuously improve through ongoing iteration in real-world settings.

Base Pushed, Discs Scrambled: How the Embodied Hanoi Tower Still Solves It Correctly

Matt Madeksza, President of Signode, visited SEER Robotics this week, marking a further step in the collaboration between the two companies. The visit brought the two teams together to review the progress of their ongoing cooperation and discuss the next phase of collaboration in intelligent robotics and automation solutions. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mul11pf795lqb9gczz.png" width="850px" style="width:850px"/></div> Extending Automation from End-of-Line Operations to Warehousing Signode’s established strengths include strapping, stretch wrapping, protective packaging and related packaging equipment. Its automation capabilities have expanded into end-of-line automation, robotic palletizing and depalletizing, conveyor systems, AMRs, AS/RS and warehouse management, creating a broader automation offering that extends from the end of the production line into warehouse operations. Within this process, mobile robots can connect production and warehousing by enabling autonomous material movement between different operational areas. This is where the capabilities of Signode and SEER Robotics complement each other. Why Signode Chose SEER Robotics Signode selected SEER Robotics primarily for three reasons: software openness, product diversity and customization capabilities. As Signode serves a wide range of end customers, its automation solutions need to be configured according to the requirements of each project. This creates a strong need for robotic platforms that are open and adaptable. SEER Robotics’ open software system allows Signode to further develop its own middleware. Its broad robot portfolio supports a range of applications, while its customization capabilities help address the specific requirements of different end-customer projects. Together, these capabilities enable Signode to integrate robot solutions into its broader automation offering according to project needs. From Product Procurement to Solution-Level Collaboration The cooperation between Signode and SEER Robotics has progressed from individual product procurement to solution-level collaboration. The two companies have already applied this model across multiple end-customer projects. Following the recent visit, both sides will continue to explore further cooperation across additional products, projects and regional markets. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mul12l0p61ja7mee97g.png" width="850px" style="width:850px"/></div> About Signode With over $2B in revenue, 80+ manufacturing facilities across 6 continents and over 7,000 employees worldwide, Signode is a leading manufacturer of a broad spectrum of transit packaging consumables, tools, software, and equipment that optimize end-of-line packaging operations and protect products in transit. Signode brings this extensive product portfolio together under hundreds of trusted brands to offer complete transit packaging solutions to its customers. Signode produces strap, stretch and protective packaging. Signode also manufactures packaging tools and equipment used to apply the bulk packaging materials. These commercial packaging products are used to pack, bundle, unitize, protect and secure goods during warehousing and transit. The company is a pioneer in the industrial packaging sector with a long history of customer-focused innovations in materials, processes and automation technology that have revolutionized the sector. Headquartered in Tampa, Florida, Signode is proud to be the Transit Packaging Division of Crown Holdings, Inc. Signode is excited to go to market as Signode and to share the portfolio of products, services and capabilities that make it the world’s premier end-of-line packaging company. About SEER Robotics SEER Robotics (Stock Code: <a href="https://06106.hk/" data-lark-is-custom="true">06106.HK</a>) is a globally leading robotics company specializing in Robot Brain technologies and intelligent robots, ranked No. 1 in global intelligent robot controller shipments for three consecutive years. Headquartered in Shanghai, the company operates globally with subsidiaries and offices in Hong Kong, Germany, United States and Japan. At the core of the company is its Robot Brain technology, which enables the development, deployment, and management of diverse robot systems through a unified platform. SEER Robotics serves 2,500+ customers across 70+ countries and regions and 20+ industries, enabling the scalable deployment of intelligent robots worldwide. All Robots. One Platform. Fully in Your Control.

Signode President Visits SEER Robotics to Deepen Automation Collaboration

On September 23, the winners of the 2026 NetEase Tech Future Awards were officially announced. SEER Robotics was named an &quot;Embodied AI Pioneer Enterprise.&quot; Other honorees in the embodied intelligence sector this year include Unitree Robotics, AgiBot, and other industry players. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvqgk2mzhzxvro5l0ju.jpeg" width="850px" style="width:850px"/></div>Ding Xia, Vice President of SEER Robotics (fourth from left), accepted the award on behalf of the company. Sustained Business Growth Accelerates the Scaling of the &quot;Robot Brain&quot; In the first half of 2026, SEER Robotics recorded revenue of RMB 264 million, up 67.5% year on year. Newly secured orders exceeded RMB 467 million, representing a year-on-year increase of more than 60%. The company added over 400 new customers, up approximately 65% year on year, while the repurchase rate among existing customers has exceeded 60%. Over the same period, shipments of the &quot;Robot Brain&quot; surpassed 8,000 units, a year-on-year increase of more than 80%. Sales volume has ranked first globally for three consecutive years, with a global market share of approximately 25% in 2025. To date, the cumulative number of robots powered by the SEER Robotics &quot;brain&quot; has exceeded 50,000, spanning diverse form factors including composite robots, humanoid robots, quadruped robots, and embodied forklifts, serving a broad base of industrial customers worldwide. Centered on the &quot;Robot Brain,&quot; Connecting More Robots to Real-World Scenarios Embodied intelligent robots are entering an expanding array of industrial scenarios, and robot form factors are growing increasingly diverse. As the scope of applications continues to widen, how to deliver intelligent capabilities to different robots in a more universal and open manner has emerged as a key priority for the industry&#x27;s development. SEER Robotics has long centered its product and technology strategy on the &quot;Robot Brain.&quot; Through a three-in-one architecture comprising the &quot;Model + Cerebellum + Nervous System,&quot; the company connects large-model interaction, perception and decision-making, and motion control with the robot body, delivering these capabilities to robot manufacturers in a standardized, platform-based manner. Robots of different form factors can directly access the corresponding intelligent capabilities without having to build a complete robotic intelligence system from the ground up. Driven by the expansion of its global business, robots powered by the SEER Robotics &quot;Robot Brain&quot; now span 43 countries and regions worldwide, serving more than 2,500 enterprises across over 20 industries. As robots continue to enter real-world application scenarios, high-quality, compliant data generated from actual operations will further feed into model and system optimization, driving continuous iteration of the &quot;Robot Brain.&quot; Looking ahead, SEER Robotics will continue to advance technology iteration and scenario expansion centered on the &quot;Robot Brain,&quot; lower the barriers to developing intelligent robots, and work alongside industry partners to bring more robots into real industrial scenarios faster—jointly driving the development of the embodied intelligence industry.

SEER Robotics Named "Embodied AI Pioneer Enterprise" at the 2026 NetEase Tech Future Awards

On September 21, the Goldreed Industrial Design Award ceremony was held, where the SEER Robotics Embodied Intelligence Open Platform received the Goldreed Industrial Design Award – Excellent Product Design Award. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul1qm48mvfo13a688c.JPEG" width="850px" style="width:850px"/></div> The Goldreed Industrial Design Award is an international and professional industrial design competition open to participants worldwide. To date, it has attracted more than 35,000 entries from 87 countries and regions. The SEER Robotics Embodied Intelligence Open Platform is the world&#x27;s first end-to-end open ecosystem platform integrating robot development, access, and application. It enables modular, building-block-style robot development, provides intuitive configuration for more than 2,000 robot models, and supports no-code 3D interaction for operations and maintenance. Powered by AGI capabilities and extensive real-world robot data, the platform connects key parts of the robotics value chain to create a continuous feedback loop. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul1r93zammd8zua9xs.JPEG" width="850px" style="width:850px"/></div> More importantly, the platform connects not only robot development with real-world deployment, but also AI capabilities with physical robot embodiments, enabling intelligence to move beyond digital models and translate into real-world action. Why can an open platform designed for embodied intelligence receive an award for product design?Because what it redesigns is not simply a product interface or individual software function. It rethinks the entire way robots are developed, accessed, deployed, and continuously improved—making complex robotics technologies easier to work with and helping robots move more efficiently into real-world applications.<h2> 1. An Open Platform: Keeping Complexity in the System and Simplicity with the User</h2>As robots move rapidly from laboratories into factories, commercial environments, and other real-world settings, the challenge is no longer limited to determining what robots can do. Equally important is addressing how they are developed, deployed, and operated. For developers, robot development often involves different robot platforms, components, and software systems, requiring repeated integration, configuration, testing, and validation. The SEER Robotics Embodied Intelligence Open Platform is designed to reduce this complexity. Through a unified platform, modular capabilities, and more intuitive interaction, the system encapsulates much of the underlying development and integration complexity. Robot development can therefore become more modular and configurable—closer to assembling standardized building blocks than repeatedly constructing systems from the ground up. Capabilities such as rapid interaction and reusable task templates also allow engineers to focus more of their attention on real-world applications and higher-value tasks. The principle of keeping complexity in the system and simplicity with the user goes beyond improving the experience of an individual product. It changes how robot development and deployment are approached as a whole.In this sense, the role of industrial design extends beyond product form and user experience. It reaches into industrial workflows and the way people interact and collaborate with increasingly sophisticated technologies.<h2> </h2><div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul1rx7iyxplfbsw6l.JPEG" width="850px" style="width:850px"/></div> 2. Robot Brain: Building the Core Intelligence LayerFor robots to operate effectively in the physical world, reducing development and deployment barriers is only part of the challenge. Robots must also be able to understand their environment, interpret tasks, make decisions, and execute complex actions reliably. SEER Robotics defines its Robot Brain through a three-layer architecture comprising Model, Cerebellum, and Nerve.It is not simply a large model running on a robot, nor is it merely a domain controller or computing board. Instead, the architecture creates an integrated intelligence system that connects perception and understanding with decision-making and physical execution. The Model is responsible for understanding the environment and tasks and making decisions. The Cerebellum translates those decisions into stable, coordinated robot motion and execution. The Nerve connects the Robot Brain with the physical robot, transmitting commands to the hardware while continuously feeding real-world operating states back into the system. The open platform makes robots easier to develop, configure, and deploy. The Robot Brain provides the underlying capabilities required for robots to understand, decide, and act. Together, they form part of the foundational infrastructure required to bring increasingly capable intelligent robots into real-world applications.<h2> 3. Supporting the Scaled Deployment of Embodied Intelligence in the Physical World</h2>For SEER Robotics, the Goldreed Industrial Design Award represents more than recognition of the platform&#x27;s product design and user experience. Bringing robots into industries at scale requires more than increasingly intelligent robot hardware. It also requires foundational infrastructure that supports robot development, deployment, operation, and continuous evolution. As Physical AI increasingly moves into the real world, AI capabilities must ultimately connect with physical robot embodiments and translate intelligence into action within specific tasks and environments. The SEER Robotics Embodied Intelligence Open Platform is designed to make this connection—and the development process behind it—simpler and more efficient. At the same time, the platform serves as an important entry point into the robot data closed loop. As robots continuously operate in real-world environments, operational data can be accumulated through the platform and used to support model iteration. Updated capabilities can then be deployed back to robots through remote upgrades, allowing real-world applications to continuously contribute to system improvement. This creates a cycle from the physical world to models and back to the physical world, enabling deployed robots and AI capabilities to evolve together. From designing software, to redesigning the way robots are developed and deployed, and ultimately to building infrastructure for embodied intelligence, the boundaries of industrial design are continuing to expand. All Robots. One Platform. Fully in Your Control. For SEER Robotics, this is also the direction behind its continued work on foundational robotics capabilities and infrastructure for embodied intelligence.

The Sole Embodied Intelligence Product Honored: SEER Robotics Embodied Intelligence Open Platform Wins Goldreed Industrial Design Award

This week, SEER Robotics appeared at two major technology and industry events in Hangzhou: the 2026 Apsara Conference and the 5th Global Digital Trade Expo (GDTE). From a quadruped robot equipped with a robotic arm for coordinated mobility and manipulation, to an AI delivery robot autonomously performing tasks in real-world environments, the robots on display differed in form and function. Behind them, however, was the same underlying foundation: the SEER Robotics Robot Brain, connecting perception, decision-making, and action into a complete robotic intelligence pipeline. Apsara Conference: Extending Robot Capabilities from Mobility to Manipulation At the 2026 Apsara Conference, SEER Robotics showcased a quadruped robot equipped with a robotic arm. Unlike conventional quadruped robots primarily designed for locomotion, inspection, and similar tasks, this system combines quadruped mobility with robotic manipulation, enabling it to perform tasks such as picking and carrying objects while moving through its environment. During the demonstration, visitors could simply throw a ball onto the floor. The robot autonomously detected the target, located it, moved to the appropriate position, picked it up with its robotic arm, and placed it into a basket mounted on its back. The entire process—from perception and decision-making to movement and manipulation—was completed autonomously, without remote control. Coordinating quadruped locomotion and robotic-arm manipulation places significantly higher demands on a robot&#x27;s perception, decision-making, and control capabilities. The robot must maintain stable movement and body posture while continuously adjusting the robotic arm according to changes in the environment and the task. The transition from simply being able to move to performing manipulation while in motion means that the robot is no longer executing a single isolated action. Instead, multiple capabilities must operate together in real time. What this demonstration ultimately validates is how the Robot Brain connects perception, decision-making, motion control, and physical execution, enabling robots to handle increasingly complex tasks. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul2j4apxwk4ak2145o.gif" width="850px" style="width:850px"/></div> Global Digital Trade Expo: Expanding into Real-World Industrial and Commercial Applications At the Global Digital Trade Expo, SEER Robotics presented the quadruped robot alongside the P300 AI Delivery Robot and its Robot Brain product series. Through demonstrations involving different robot forms and task types, SEER Robotics showcased how robotic intelligence can be applied across delivery, production, service, and other real-world scenarios. The P300 is designed for industrial and commercial delivery applications. It supports free navigation without fixed routes, allowing the robot to perceive environmental changes in real time and dynamically adjust its path. When encountering pedestrians, moving objects, or other dynamic obstacles, the P300 can autonomously reroute around them. It also incorporates 360-degree protection and 3D obstacle detection to reduce the risk of collisions and falls during operation. For task execution, the P300 supports precise point-to-point docking, with positioning accuracy of up to 10 mm, enabling material pickup, delivery, and transfer between designated locations. Depending on the production workflow, it can be used for point-to-point delivery, line-side delivery, and warehouse-to-production-line replenishment. This allows the robot to support fixed-point material transfers, high-frequency circulation between production lines, and material replenishment from warehouses to production areas. In real-world applications, a robot&#x27;s task is not simply to move from Point A to Point B. It must continuously perceive changes in its surroundings, execute tasks reliably, and integrate with actual operational workflows. To simplify deployment in these environments, the P300 can be deployed and ready for delivery tasks in as little as 10 minutes. A streamlined single-screen interface further simplifies operation, reducing the complexity involved in getting the robot from initial setup to daily use. Beyond delivery applications, the quadruped robot also performed interactive embodied-intelligence demonstrations including tug-of-war, ball pickup, and floor wiping, giving visitors a direct view of how robots can perform a wider range of physical tasks. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul2jtldambw9oeitg.gif" width="850px" style="width:850px"/></div> Different Robots, One Robot Brain From coordinated mobility and manipulation on a quadruped robot to autonomous AI-powered delivery with the P300, these different robot forms are built on the same underlying capability: the SEER Robotics Robot Brain. The Robot Brain is based on a three-layer architecture comprising Model, Cerebellum, and Nerve. The Model is responsible for understanding tasks, processing information, and making decisions. The Cerebellum translates those decisions into stable and coordinated motion and execution. The Nerve connects the Robot Brain with the physical robot, transmitting commands to the robot while continuously feeding real-world operating states back into the system. Robots may have different physical forms, perform different tasks, and operate in different environments. Yet many of the capabilities required for perception, decision-making, control, and execution can be developed as shared foundational capabilities. By making these capabilities reusable across different robots, robot development, deployment, and operation no longer need to start from scratch for every new platform or application. From the Apsara Conference to the Global Digital Trade Expo, what SEER Robotics demonstrated was more than a collection of individual robots. It showcased a common intelligence foundation capable of supporting perception, decision-making, and action across different robotic embodiments. Different bodies. Different tasks. One Robot Brain. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul2kh54tyce3bizhka.jpg" width="850px" style="width:850px"/></div>

From Mobile Manipulation to AI Delivery: SEER Robotics Showcases Broader Possibilities for Robotics at Two Hangzhou Events

On September 18, an industry exchange event themed &quot;Openness and Collaboration&quot; was held at SEER Robotics. Over 40 enterprise executives and industry experts from across the robotics value chain visited the SEER Robotics showroom to learn about the company&#x27;s work in intelligent robotics and embodied AI, and exchanged insights on technology trends, industrial implementation, and ecosystem collaboration. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvyq5q8j0d1oclbiy746.jpg" width="850px" style="width:850px"/></div> This was more than a company visit — it was a multi-dimensional dialogue bringing together end-user manufacturers, core suppliers across the value chain, investment institutions, consulting firms, and industry peers. As intelligent robots accelerate from technological breakthroughs to large-scale deployment, the real challenge facing the industry is no longer just technical feasibility — it is how to build more efficient connections between technology, products, application scenarios, data, and the broader value chain. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvyq6q8dq4j79cjv9jf.gif" width="850px" style="width:850px"/></div> A Decade of Accumulation: Building the Foundation of the Robot &quot;Brain&quot; From its origins as a championship-winning team at Zhejiang University, to its listing on the Hong Kong Stock Exchange, and three consecutive years as the global leader in intelligent robot controller sales, SEER Robotics&#x27; growth has been underpinned by continuous investment in core robotics capabilities. Over the past decade, every step — from algorithms to controllers, from brain platforms to data and models — has built not only the company&#x27;s capabilities today, but also the &quot;entry ticket&quot; to the next stage of development. Today, SEER Robotics&#x27; business spans more than 40 countries and regions, over 20 industries, and serves more than 2,500 enterprise customers, with revenue growth of 67.5% in the first half of 2026. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvyq73gn6ivdu3z9swm.jpg" width="850px" style="width:850px"/></div> During the keynote session, Ding Xia, Vice President of SEER Robotics, introduced the company&#x27;s technology roadmap for the next phase: building a universal embodied robot &quot;brain&quot;. Using its self-developed VLA model and Agent System, the company has already demonstrated multiple embodied operation tasks on real hardware, covering long-horizon tasks, high-frequency control, and mobile manipulation scenarios. Openness and Collaboration: Building Stronger Connections Across the Industry The robotics industry encompasses robot bodies, control systems, vision, core components, software, AI, data, and a vast range of real-world application scenarios. Progress in any single layer depends on connections with the others. For SEER Robotics, openness means more than just product-level openness — it means embracing an open industry mindset and working with stakeholders across the ecosystem to bring robotics capabilities into real-world scenarios. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvyq80nlssxv2a5whk.jpg" width="850px" style="width:850px"/></div> During the panel discussion, representatives from robot manufacturers and core component suppliers debated on &quot;Building the Intelligent Robotics Value Chain Together.&quot; SEER Robotics shared four key principles for co-building the ecosystem: <ul><li>Openness: Breaking down fixed boundaries between competition and collaboration, and embracing a coopetitive mindset for ecosystem development;</li><li>Connection: Building more efficient collaboration channels between upstream components, robot manufacturing, and end-user scenarios;</li><li>Collaboration: SEER Robotics provides the robot brain foundation, while partners develop deep domain-specific applications;</li><li>Trust: Establishing long-term trust mechanisms through technical standardization and supply chain collaboration, reducing coordination costs across the industry.</li></ul>As robots enter the era of large-scale deployment, no single company can independently build everything from underlying technology to end-user scenarios. The value chain needs to connect through openness and grow together through collaboration. Supporting One Million Deployments: Toward Universal Embodied AI The ultimate goal of openness is to bring more robotics capabilities into the real world. This year, SEER Robotics launched the &quot;Ladder Plan,&quot; with the core goal of supporting the deployment of one million embodied robots by 2030. By providing a robot brain foundation — through continuous accumulation of underlying capabilities and modular output — the company aims to lower the barriers to developing, acquiring, and using robots, enabling more industry partners to participate in the advancement of embodied intelligence. The accumulation of SEER Robotics over the past decade is becoming the foundation for the next stage. But moving from one million robots to universal embodied intelligence will inevitably require the participation of more stakeholders across the industry. Opening the doors of a company also opens up space for industrial collaboration. SEER Robotics will continue to maintain a fully open mindset, with the robot brain as the core, connecting more robots, scenarios, and industry partners — so that more capabilities can be validated, accumulated, and continuously evolved in the real world, jointly driving intelligent robots toward broader large-scale deployment.

Building the Future Through Openness: SEER Robotics Partners with the Value Chain to Build a New Ecosystem for Intelligent Robots

On September 15, the 2026 Feishu Future Infinite Conference and Doubao Work Launch Event was held in Beijing. At the event&#x27;s robotics stage, a tug-of-war challenge featuring a quadruped robot quickly drew a crowd. Tim, founder of MediaStorm, along with other industry guests, also joined the interactive challenge. Powered by the SEER Robotics Robot Brain, the quadruped robot went head-to-head with participants on site. Despite its compact form, it continuously generated force through its joints while maintaining posture and stability under changing loads, giving visitors a close-up view of its physical strength and dynamic motion capabilities. On the surface, the demonstration looked like a simple test of strength. For the robot, however, the real challenge was not merely how much force it could generate, but how reliably and coordinately it could control its own body. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul6kwqhau51j8drqyf.gif" width="850px" style="width:850px"/></div> Tug-of-War Tests More Than a Robot&#x27;s Strength A robot&#x27;s ability to stand, walk, turn, and physically interact with its environment cannot be attributed to hardware alone. Joint torque determines how much force a robot can produce. Turning that force into stable and controlled movement, however, depends on the robot&#x27;s underlying control capabilities. This becomes particularly important during dynamic interactions such as tug-of-war. As the pulling force continuously changes, the robot&#x27;s posture changes with it. To remain stable while maintaining force, the quadruped must adjust its movements in real time according to its own state and coordinate multiple joints simultaneously. What the audience sees is a tug-of-war challenge. What is actually being tested is the robot&#x27;s ability to continuously control its own motion under changing physical conditions. Hardware determines the force a robot is capable of producing. The Robot Brain determines how that force is coordinated, controlled, and translated into stable movement. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul6luylh146z0cqpxi.png" width="850px" style="width:850px"/></div> From Controlling the Body to Understanding the Task A second quadruped robot demonstrated another dimension of the SEER Robotics Robot Brain: its ability to perceive the environment, understand a target, and complete a task autonomously. During the demonstration, visitors could throw a tennis ball onto the floor. The robot autonomously detected and located the ball, approached it, picked it up, and placed it into a basket mounted on its back. The SEER Robotics Robot Brain is built on a three-layer architecture comprising Model, Cerebellum, and Nerve. The Model is responsible for understanding tasks, processing information, and making decisions. The Cerebellum translates those decisions into stable and coordinated motion. The Nerve connects the Robot Brain with the physical robot, transmitting commands to the body while continuously feeding real-world operating states back into the system. From maintaining stable force during tug-of-war to detecting, picking up, and placing a ball, the two demonstrations may appear very different. Underneath, however, they rely on the same complete chain of capabilities spanning perception, decision-making, motion control, and physical execution. The purpose of the Robot Brain is not simply to make a robot move. It is to enable the robot to understand what needs to be done and translate intelligence into physical action. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul6m92u0jxrujhe453l.gif" width="850px" style="width:850px"/></div> When AI Becomes a Partner at Work While bringing AI into the physical bodies of robots, SEER Robotics is also integrating AI into its own internal workflows. At the conference, SEER Robotics presented a Technical Documentation Translation Agent developed together with Feishu. When teams need to process large volumes of technical documentation, the AI Agent can assist with understanding and translating specialized content, moving AI beyond information retrieval and question answering into concrete business workflows. It also offers a practical example of one of the ideas highlighted at the Feishu conference: what happens when AI agents become partners at work. As agents become part of everyday workflows, AI is changing how organizations operate. And as intelligence becomes part of the Robot Brain, AI is also changing how robots interact with the physical world. From understanding and translating technical documents to enabling robots to perceive, decide, and act, AI is moving beyond information processing in the digital world toward task execution in the physical world. For SEER Robotics, the goal is to give robots of different forms a shared Robot Brain capable of perception, decision-making, and action—turning intelligence into real-world productivity. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul6mm4tfe2mnod9nq.png" width="850px" style="width:850px"/></div>

From Tug-of-War to Ball Retrieval: Inside the Foundational Capabilities of the SEER Robotics Robot Brain

On September 11, Logis-Tech Tokyo 2026 (LTT 2026) concluded in Tokyo, Japan. At Booth E2-L02, SEER Robotics presented a range of intelligent robots built around its Robot Brain, showcasing automation solutions designed for the realities of Japanese production environments. Recreating a Japanese Factory Environment on the Show FloorMany factories in Japan have been operating for years, with established layouts, equipment, racks, and workflows already in place. Compact facilities, narrow aisles, and pallets and racks of different specifications are all practical constraints that robots must accommodate when entering these environments. For the Japanese market, the question is therefore not simply whether a robot can perform a task. The more important issue is whether it can be deployed without requiring major changes to the existing facility, while adapting to current equipment, load carriers, and operating processes. At LTT 2026, SEER Robotics recreated a compact Japanese factory environment directly within its booth. Japanese-style pallets, low-clearance racks, and narrow-aisle storage areas were reproduced at actual operating scale, allowing visitors to see how different robots perform under conditions that closely reflect real factory environments in Japan. This is also one of the key principles behind the broad robot portfolio SEER Robotics has developed for the Japanese market: rather than expecting every site to accommodate the same robot, the robot should be selected to fit the site. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul72jcabpohc8t49u5.jpg" width="850px" style="width:850px"/></div> Adapting to Existing Space and Load Carriers with Minimal Site Modification Different facilities have different space constraints, load carriers, and operating requirements. A single robot form factor is therefore unlikely to cover every application. Built around its Robot Brain, SEER Robotics offers multiple types of intelligent robots for different operating scenarios, providing a broader range of deployment options while minimizing changes to existing environments. For high-level storage applications, the SSR-1400EU Reach Truck combines a compact vehicle design with a reach mast that allows the forks to extend independently toward the load. This enables pallet handling, transport, and stacking at height within constrained aisle spaces.<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul72zgs81n5opu5o6k.jpg" width="850px" style="width:850px"/></div> Japanese companies may also use pallets that vary in size, specification, and physical condition. The SPT-1500UL E-Type Forklift Robot uses AI vision to identify pallets of different specifications and conditions. Its patented E-shaped fork design is adapted to Japanese-standard pallets and is designed to handle real-world conditions such as misaligned, damaged, or film-wrapped pallets. For low-clearance and densely arranged rack environments, the SJV-CSK06 Rotary Lifting Robot has a turning diameter of only 965 mm, enabling it to maneuver and transport loads through narrow aisles and tightly spaced racks. It can also perform lifting operations beneath racks with a ground clearance of just 31 cm.<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul73glv76l9kbktns5.jpg" width="850px" style="width:850px"/></div> On the production floor, the SOF-300EU Single-Fork Arm Intelligent Forklift features an ultra-narrow 500 mm body and an 800 mm turning radius. It can operate in equipment-dense areas with limited aisle space, making it suitable for small-batch, high-frequency material delivery between production lines.<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul73sat2yyh3ovvf2m.jpg" width="850px" style="width:850px"/></div> From high-bay storage and pallet handling to rack lifting and narrow-aisle material transport, the four robots address different operational requirements while following the same principle: Do not redesign the facility around the robot. Select the robot that fits the facility. For Japanese factories with established layouts and operating processes, this approach can reduce the amount of site modification required and allow automation to be introduced more naturally into existing production environments. From Multi-Robot Operations to Multi-Brand Coordination with VDA 5050When a single robot is introduced into a factory, it typically addresses a specific automation task. As more robots, more tasks, and more workflows involving both automation and people are introduced, the challenge changes. Companies must consider how different robots work together, how tasks are allocated, and how robots connect with existing business and production systems. This is where the SEER Robotics M4 Intelligent Robot Management System comes into play. At LTT 2026, the multi-robot solutions on display were centrally scheduled and managed through M4. M4 supports centralized scheduling across multiple robot types, brands, and fleet sizes. It can also manage storage locations, materials, and tasks, while integrating with enterprise and industrial systems such as PLCs, WMS, and MES, enabling robots to operate as part of existing production processes. Another important question for manufacturers is what happens when future robot fleets include more than one brand. SEER Robotics robot products support the VDA 5050 standard, enabling connectivity with compatible third-party fleet management and orchestration systems through standardized interfaces. This allows robots from different manufacturers and of different types to participate in a more open automation environment. This interoperability is already being implemented within the wider robotics ecosystem. SEER Robotics has been integrated into the ecosystem of NAiSE, a German third-party robot fleet management and orchestration platform, and has received official certification. NAiSE provides an open platform for the unified management and coordination of robots from multiple brands and categories, using standardized interfaces including VDA 5050 to connect robots from different manufacturers. The integration of SEER Robotics products into this open ecosystem means they can participate in multi-brand robot environments, giving international customers greater flexibility when scaling deployments across different robot types and suppliers. Robot fleets can expand. Brands can remain flexible. Management can stay unified. SEER Robotics is also continuing to develop a more open robotics ecosystem together with industry organizations and partners, extending the range of applications that can be supported through open interfaces and collaboration. From one robot to multiple robot types, and from a single brand to multi-brand coordination, an open underlying architecture allows manufacturers to expand their robot fleets as requirements evolve without being locked into a single product or system. Building Local Lifecycle Support for the Japanese MarketFor international markets, getting a robot into a facility is only the first step. From product selection and deployment to long-term operation, successful automation also depends on local teams, service capabilities, and support for safety and compliance requirements. SEER Robotics has established a local office in Kyoto, Japan, supported by a dedicated local team providing business, technical, solution, and deployment support for customers in the Japanese market. SEER Robotics also operates a local showroom in Kyoto, where customers and partners can experience robot products, validate solution concepts, and view multi-robot coordination demonstrations. Customers can evaluate products against the specific conditions of their own factories—including available space, load carriers, and operating processes—and further assess potential deployment solutions before implementation. Beyond Japan, SEER Robotics continues to develop its global service infrastructure through regional teams and service networks that provide localized support across different countries and markets. Safety and compliance are equally important for robots operating internationally. Relevant SEER Robotics products meet applicable international requirements including CE and UL, while safety systems incorporating components such as safety laser scanners and safety controllers support deployment across different operating environments. From early-stage consultation and solution design to deployment, delivery, technical support, and ongoing maintenance, SEER Robotics continues to strengthen its service capabilities across the robot lifecycle. It is a shift from simply bringing products into a market to establishing local capabilities within that market—and from completing a single delivery to supporting customers over the long term. This forms an important part of SEER Robotics&#x27; continued development in Japan and its broader expansion across international markets. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul746zz117dvargqbka.jpg" width="850px" style="width:850px"/></div> From Japan to More Real-World Operations Worldwide LTT 2026 provided a concentrated view of how SEER Robotics is adapting its products and services to the needs of the Japanese market. From a full-scale recreation of typical Japanese factory conditions to a robot portfolio addressing different operational requirements; from unified multi-robot scheduling and management to open interoperability based on VDA 5050; and from local teams, an office, and a showroom in Japan to a broader international service network, SEER Robotics is bringing intelligent robots into real production environments in ways that reflect local operating conditions. The objective is not simply to place robots inside factories, but to enable them to integrate with environments that already exist and continue creating value within those operations. Starting with Japan and extending to markets worldwide, SEER Robotics will continue to work more deeply within real industrial environments, combining localized products, solutions, and services to help intelligent robots integrate more effectively into factories around the world.

LTT 2026 Recap | Recreating a Japanese Factory on the Show Floor: How SEER Robotics Adapts to Real-World Operations

As of September 11, 2026, the vulnerability and serious security incident reporting obligations under the EU Cyber Resilience Act (CRA) officially take effect, requiring manufacturers to establish mechanisms for vulnerability receipt, analysis, and reporting. The main CRA requirements will be fully applicable from December 2027. In alignment with this regulatory milestone, SEER Robotics has published its Coordinated Vulnerability Disclosure (CVD) Policy, opening vulnerability reporting channels to security researchers, customers, and the public. The policy defines clear timelines and responsibilities across the full vulnerability lifecycle — receipt, validation and triage, remediation delivery, and coordinated disclosure. This publication marks a key milestone in SEER Robotics&#x27; EU CRA compliance journey and establishes a transparent, traceable security collaboration framework for customers and partners worldwide. <hr/> Coordinated Vulnerability Disclosure Policy Document control Document owner: Overseas Products Department Version: 1.0 Published date: 2026-09-11 Public location: Coming soon Classification: Public Introduction Shanghai Seer Intelligent Technology Co., Ltd. (&quot;we&quot;, &quot;us&quot;) is committed to the security of our products and the people who rely on them. We welcome reports of potential security vulnerabilities from security researchers, customers and members of the public. This Coordinated Vulnerability Disclosure (CVD) policy explains what is in scope, how to report a vulnerability to us, how we will respond, and how we coordinate public disclosure. Scope This policy applies to all products and services of Shanghai Seer Intelligent Technology Co., Ltd., including but not limited to SRC series robot controllers, self-developed AMRs and mobile robots, charging stations, scheduling systems and other products with network communication capabilities. Eligibility for remediation: products and services receive security fixes while they are within their defined support period. Support periods are determined on a case-by-case basis per product line and published in the official product manual or other official channels. The following are out of scope: third-party services we do not operate; findings that are already public; reports with no demonstrable security impact; volumetric denial-of-service testing; and social-engineering of our staff or customers. How to report a vulnerability Please report potential vulnerabilities through one of the following channels: <ul><li>Email: contact@seer-robotics.ai (preferred).</li><li>Web form: Coming soon.</li><li>Telephone: +86 400-762-9969, via our customer service, for those who cannot use a written channel.</li></ul>We provide more than one channel so that reporters can choose a method that suits them, including by telephone where a written channel is not accessible. Secure and anonymous reporting To protect sensitive vulnerability information while it is being exchanged: <ul><li>Our web form is served over HTTPS.</li></ul>You may report anonymously. If you would like a response, please give us a contact address or an alias. What to include in your report To help us validate and fix the issue quickly, please include as much of the following as you can: <ul><li>Product identification - the affected product or service name, the affected version(s), and the platform or environment (OS, hardware) where applicable.</li><li>Vulnerability description - what the issue is and where it exists, and its type or class (e.g., buffer overflow, SQL injection, improper authentication).</li><li>Impact - the potential impact if the issue is exploited (confidentiality, integrity or availability), and a severity assessment or CVSS score if you have one.</li><li>Reproduction steps - step-by-step instructions to reproduce the issue, and proof-of-concept code or technical evidence if available.</li><li>Discovery information - the date you found the issue and how (testing method, tool, or accidental finding).</li><li>Your contact information - your name or alias (you may remain anonymous) and a channel for follow-up.</li><li>Disclosure intent - whether you intend to publish your findings, and any date you are working toward.</li></ul> What you can expect from us After you submit a report, we will: <ul><li>acknowledge receipt within 3 business days and assign a tracking reference;</li><li>aim to triage and validate your report within 7 business days, and contact you if we need more information;</li><li>keep you informed of our progress at reasonable intervals;</li><li>aim to deliver a resolution within 90 days, depending on complexity and any third parties involved;</li><li>notify you when the vulnerability has been remediated, and may invite you to confirm that the fix resolves it.</li></ul> Coordinated disclosure We follow a coordinated disclosure approach: <ul><li>We ask that you give us a reasonable opportunity to remediate the issue before disclosing it publicly.</li><li>We will not publicly disclose details of a reported vulnerability before it has been addressed; any public disclosure will be coordinated and agreed between you and us.</li><li>We agree an embargo period on a case-by-case basis. Embargo timelines can be adjusted case by case by mutual agreement, including where a coordinator or other vendors are involved.</li><li>When a fix is released, we publish a security advisory and request a CVE identifier and submit the information to the EU Vulnerability Database (EUVD).</li></ul> Where to find our security advisories When a vulnerability has been remediated, we publish a security advisory so that users can assess whether they are affected and how to update. You can find our advisories at: <ul><li>Security advisory page: Coming soon.</li><li>Machine-readable advisories (CSAF 2.0): To be added.</li><li>Product release notes and update notifications delivered through the product or its update channel.</li><li>CVE records (where a CVE has been assigned) and the EU Vulnerability Database (EUVD).</li></ul>To be notified of new advisories, you can subscribe via [RSS feed / mailing list: Coming soon]. Confidentiality and recognition We treat vulnerability reports as confidential. We will not share the personal information you provide with third parties without your explicit consent, except where required by law. With your permission, we are happy to credit you for your discovery in our advisory or on our acknowledgements page. Let us know if you would prefer to remain anonymous. Safe harbour and good-faith research If you make a good-faith effort to comply with this policy during your research, we will consider your research authorised, we will work with you to understand and resolve the issue quickly, and we will not pursue or support legal action against you. Good-faith research means, among other things, that you: <ul><li>only interact with systems or accounts you own or have explicit permission to test;</li><li>avoid privacy violations, destruction of data, and any degradation of our services (for example, no denial-of-service testing);</li><li>access only the minimum data necessary to demonstrate the issue, and do not store, share or use it;</li><li>give us a reasonable time to resolve the issue before any disclosure.</li></ul> Policy changes We may update this policy from time to time. The current version and its publication date are shown in Document control above; material changes are recorded below. v1.0 — 2026-09-11 — Overseas Products Department— Initial version Contact UsFor inquiries regarding compliance with the EU Cyber Resilience Act (CRA), vulnerability disclosure, product cybersecurity, or other related matters, please submit your information through our official contact page.<a href="https://seer-robotics.ai/en/contact" target="_blank">Contact SEER Robotics &gt;</a>SEER Robotics will route your inquiry to the appropriate team for follow-up and further handling.

SEER Robotics Advances EU CRA Compliance with Launch of Coordinated Vulnerability Disclosure Policy

On September 6, the &quot;2026 Xiamen Conference on Sci-Tech Innovation Industry Development &amp; Golden Bull Award Ceremony for Hong Kong-Listed Companies,&quot; hosted by China Securities Journal, was held in Xiamen. SEER Robotics (06106.HK) received the Golden Bull Award for Hong Kong-Listed Companies. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mvyovuzl7iokfh1kq6h.png" width="850px" style="width:850px"/></div> The Golden Bull Award is an authoritative recognition program established by China Securities Journal. With its rigorous, scientific and transparent evaluation framework, it has grown into one of the most credible professional exchange platforms in China&#x27;s capital market. The award recognizes Hong Kong-listed companies that have demonstrated strong comprehensive capabilities and forward-looking development strategies in institutional innovation and industrial transformation, as they advance along the path of high-quality development and high-standard opening-up. From Hong Kong Listing to Inclusion in Stock Connect On June 24, 2026, SEER Robotics was officially listed on the Main Board of The Stock Exchange of Hong Kong Limited, earning the title of &quot;the First Robot Brain Stock.&quot; Starting from September 7, the company&#x27;s shares were included in the Stock Connect eligible list, further deepening its integration with the mainland capital market. From its Hong Kong listing to inclusion in Stock Connect, SEER Robotics&#x27; engagement with the capital market continues to deepen, giving a broader base of investors the opportunity to understand the company&#x27;s technological progress, business applications and long-term strategy in embodied intelligent robots. What underpins this growing attention remains the company&#x27;s accumulated expertise in robot brain and intelligent robot products, together with its continuous deployment in real-world scenarios. Centered on the &quot;Robot Brain,&quot; Continuously Expanding Global Footprint SEER Robotics is a platform-based embodied intelligent robot company built around the &quot;robot brain.&quot; The company has long focused on developing the foundational capabilities of intelligent robots, steadily advancing its technology, products and ecosystem around the robot brain, intelligent robots and open platforms—enabling robots of various forms to enter real scenarios and accomplish real work with greater efficiency. As its products and technologies are deployed across an expanding range of scenarios, SEER Robotics continues to broaden its global presence. In the first half of 2026, the company&#x27;s overseas revenue reached RMB 65.81 million, up 197.5% year-on-year; new overseas order value grew by more than 550% year-on-year in the same period; as of the end of June 2026, customers spanned 43 overseas countries and regions, with the number of new overseas customers rising by over 150% year-on-year. Driven by rapid growth across overseas revenue, orders and customer scale, SEER Robotics&#x27; global expansion is entering an accelerated phase, with overseas business emerging as a key driver of the company&#x27;s sustained growth. Technological innovation, real-world deployment and global market expansion together form the foundation of SEER Robotics&#x27; long-term development, and are making the company&#x27;s growth value increasingly visible to industry partners and capital market participants. Winning this Golden Bull Award for Hong Kong-Listed Companies marks another significant milestone for SEER Robotics following its listing on the Hong Kong stock market. Going forward, SEER Robotics will continue to center on the &quot;robot brain,&quot; accelerate technological innovation and product iteration, deepen its global market presence, and work hand in hand with industry partners to bring more intelligent robots into the real world to accomplish real work—fulfilling its mission of &quot;All Robots. One Platform. Fully in Your Control.&quot;

SEER Robotics Wins Golden Bull Award for Hong Kong-Listed Companies as Its Robot Brain Accelerates Global Expansion

Recently, the Shanghai Stock Exchange and Shenzhen Stock Exchange separately announced adjustments to the list of securities eligible for Southbound Trading under the Shanghai-Hong Kong Stock Connect and Shenzhen-Hong Kong Stock Connect. SEER Robotics (stock code: 06106.HK) has been included as an eligible security under Southbound Stock Connect, effective September 7, 2026. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mul7mwhj6sk3v0i9bnh.png" width="850px" style="width:850px"/></div> Eligible mainland Chinese investors can now trade SEER Robotics shares through Southbound Stock Connect. Southbound Stock Connect is an important component of the mutual market access mechanism between the mainland Chinese and Hong Kong equity markets. Eligibility is determined based on a range of criteria, including market capitalization and trading activity, with the eligible universe covering Hong Kong-listed companies across sectors such as AI and advanced technology. Through the Stock Connect mechanism, eligible mainland investors can directly invest in Hong Kong-listed companies included in the Southbound Trading universe. SEER Robotics was officially listed on the Main Board of The Stock Exchange of Hong Kong on June 24, 2026. The company is a platform-based embodied intelligence robotics company built around its Robot Brain technology. Its inclusion in Southbound Stock Connect is expected to broaden SEER Robotics’ investor reach in the mainland capital market and strengthen its connection with mainland investors. It may also contribute to greater trading liquidity and market visibility for the company’s shares. Looking ahead, SEER Robotics will continue to focus on core technologies including the Robot Brain and advance product innovation, while pursuing long-term and disciplined business development to create sustainable value.

SEER Robotics (06106.HK), the “First Robot Brain Stock,” Officially Included in Southbound Stock Connect

On September 5, Pinghe School held the launch ceremony for its 30th anniversary celebrations together with the third RoboFest Robotics Technology Festival. Under the theme “Convergence · Intelligent Transformation,” this year’s festival brought together technology companies, research institutions, experts, academics, and young students to explore the future of artificial intelligence and robotics. At the Intelligent Transformation exhibition area, SEER Robotics presented a quadruped robot powered by the SEER Robotics Robot Brain, along with a Tower of Hanoi embodied intelligence demonstration. Through close interaction with students and teachers, technologies that might once have seemed distant or abstract were brought directly into the school environment—and closer to a new generation of learners. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mul83z1cor8x046d7li.gif" width="850px" style="width:850px"/></div> From Seeing Robots to Understanding How They Work As robots increasingly enter real-world environments such as service applications, they are also becoming a tangible way for younger generations to understand emerging technologies. A quadruped robot provides an intuitive introduction to robotics. Its distinctive physical form and visible motion capabilities allow students to observe firsthand how a robot perceives its surroundings, maintains balance, and translates decisions into movement. The Tower of Hanoi demonstration offered another perspective on embodied intelligence. When the colors or positions of the rings changed, the robot did not require the task to be manually reprogrammed. It could still identify the relevant objects, understand the task, and complete the stacking process autonomously. These seemingly simple changes make the intelligence behind the robot easier to understand. A robot is not merely executing a sequence of predefined motions. It must perceive changes in its environment, understand the objective of the task, make decisions, and translate perception and decision-making into continuous physical action. For students, this turns the experience from simply seeing a robot into understanding how robots perceive, reason, and act. What they encounter is no longer simply a novel technology product, but a tangible example of how artificial intelligence can connect with and operate in the physical world. This is also one of the areas SEER Robotics has continued to explore through its work in Robot Brain technology and embodied intelligence. The SEER Robotics Robot Brain is based on a three-layer architecture comprising Model, Cerebellum, and Nerve, designed to strengthen robots’ capabilities in perception, decision-making, and action and enable different robotic forms to operate more effectively in real-world environments. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mul84lplsn1vs79h7vi.jpeg" width="850px" style="width:850px"/></div> Bringing Industrial Technology into Education and Connecting Innovation with the Future The value of technological innovation is not limited to creating more advanced products. It also lies in giving more people the opportunity to experience technology, understand how it works, and see how they might participate in shaping what comes next. For technology companies, engagement in science and technology education therefore goes beyond a single exhibition or interactive demonstration. Schools connect with the next generation, while companies connect with real industrial applications. When technologies, products, and practical experience from industry enter the classroom, students gain more than a glimpse of what the future might look like. They can see how far today&#x27;s technology has already progressed and discover the real-world problems that remain to be solved. This is also one way in which technology companies can contribute to science and technology education and fulfill their broader social responsibilities. SEER Robotics has long worked within the robotics industry, building technology and practical experience through real-world industrial applications. By bringing these technologies into schools, SEER Robotics aims to extend innovation beyond industrial environments and make it part of how younger generations encounter and understand technology. From a quadruped robot capable of autonomous physical interaction to an embodied intelligence demonstration that adapts its execution as environmental conditions change, these experiences make advanced technologies more tangible and easier to understand. They also turn questions such as “How does a robot understand the world?” into something students can observe directly. Behind these activities is a long-term commitment to talent development and broader access to technology: giving more young people opportunities to engage with real technologies, build an intuitive understanding of AI and robotics, and gain earlier exposure to the possibilities of future innovation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mul852utvm84jiljtsq.jpg" width="850px" style="width:850px"/></div> Starting from the Campus, Exploring What Comes Next From seeing a robot, to understanding how it works, and perhaps one day building one themselves, the value of technology education is not necessarily to turn every student into a robotics specialist. It is to give curiosity the opportunity to become experience—and to give questions the chance to connect with the real world. Through robotics, the RoboFest Robotics Technology Festival brought schools, companies, and young students together, creating a direct connection between technologies being developed in industry today and the curiosity of the next generation. SEER Robotics also hopes to continue opening up more real technologies, products, and application scenarios to young people, allowing robotics to become not only an important part of industrial transformation, but also a way for the next generation to understand technology and explore the future.

SEER Robotics Brings Embodied Intelligence Products to Pinghe School’s RoboFest Robotics Technology Festival

先日、日本のテレビ局でも紹介されたSEER Robotics DMPの導入事例。映像には、実際の工場で複数のロボットがそれぞれ異なる作業を担い、複雑なルートを行き交いながら、すれ違い、回避し、協力する姿が映し出されていました。 Physical AIの真の価値は、こうしてロボットが現実の世界で実際に動くことによって初めて生まれます。 <div class="media-wrap embed-wrap"><div><iframe width="850" height="450" src="https://www.youtube.com/embed/mu83Nfez-bw?si=O86EbFYOnBw7fhZU" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div></div> 工場や物流の現場では、ロボットが向き合うのは、あらかじめ決められた単純な作業ではありません。刻々と変わるタスク、複雑に入り組むルート、多種多様な設備、そして予測できない現場環境。数十台、ときには数百台もの異なるロボットが同時に動く現場では、1台1台の自律能力だけでは不十分です。ロボットをつなぎ、タスクを理解し、全体を調整する「ロボットの頭脳」が必要なのです。 それこそが、SEER Roboticsが追い求めてきた力です。 SEER Roboticsのロボットの頭脳は、下位層で形状やブランドの異なるロボットをつなぎ、上位層で業務タスクと知的な意思決定を結び付けます。ロボットコントローラ、オープンプラットフォーム、M4をはじめとするマルチロボットスケジューリングシステムにより、タスク配分、経路計画、交通管理、設備連携、稼働状況の把握までを一元的に統合します。 現在、SEER Roboticsのプラットフォームは2,000種類以上のロボットに対応し、世界中の工場・倉庫で50,000台以上のロボットが実際の業務を担っています。 これは、ロボットを個別の自動化機器として運用する必要がなくなることを意味します。すべてのロボットが同じ頭脳につながることで、システムは現場の状況に応じて仕事を配分し、ロボット同士の動きを調整し、リアルタイムの稼働状況に合わせて実行を最適化し続けます。 テレビで紹介された映像も、特別に演出されたデモンストレーションではありません。実際の稼働現場では、複数のロボットが同時に異なる仕事を進め、複雑なルートの中で連携しています。個々のロボットは自律的に動いているように見えますが、その背後ではSEER Roboticsの「ロボットの頭脳」が全体をつなぎ、調整しています。M4がマルチロボットのタスクスケジューリングと協調運用を担い、異なるロボットを一つのチームとして機能させます。 1台のロボットが自律的に動く時代から、多くのロボットが協力して複雑な業務を遂行する時代へ。Physical AIは今、「ロボットに知性を与える」段階から、「その知性を現実の世界で機能させる」段階へと進化しています。 SEER Roboticsが解決したいのは、そのための最も重要なピースです。異なるロボットが同じ頭脳を共有し、知性が現場で実行され、現実の世界でスケールしていく。私たちは、その未来をつくり続けます。 来週火曜日、9月8日、SEER Roboticsは東京ビッグサイトに出展します。 E2-L02ブースに、ぜひお立ち寄りください。Physical AIがどのように現実のものになるのか。工場・物流現場におけるマルチロボット協調の実例と、これからの可能性について、ぜひお話ししましょう。 E2-L02ブースでお会いできることを、楽しみにしております。

SEER Robotics：Physical AIが、現場で動き出す

SEER Roboticsの日本ショールームは、2026年2月に京都で開設され、総面積は約577.74㎡です。ショールームでは、SEERがスマート移動ロボットおよび物流自動化分野で展開する製品・技術を幅広くご紹介しています。製品展示や実機体験をはじめ、技術交流、導入に向けたソリューションのご相談まで、日本のお客様やパートナー企業の皆様に、SEERの製品・技術をより身近に体験していただけるローカル拠点として活用しています。 ロボット実機展示京都ショールームでは、現在4台のロボットを実機展示しています。 SOF-300EU｜安全型ワンフォークリフト式スマートフォークリフトコンパクトな車体で狭い通路にも対応。小型ラックの搬送にも対応し、AIパレット認識により、効率的な荷役作業を実現します。 SPT-1500UL｜パレットトラッククローズドパレットなど、多様なパレット搬送に対応。一般的なフォークリフトよりも省スペースで走行できるコンパクト設計で、狭い作業現場にも適しています。最大積載量は1,500 kgです。 SSR-1400EU｜リーチ型 1400最大積載量1,400 kg。フレキシブルなリーチ機能により、安定性に優れ、搬送から最大3 mのスタッキングまで対応します。 SJV-CSK06-YF｜レーザーSLAM 回転リフト搬送ロボット600 kgの回転リフトを搭載。コンパクトな車体と高精度な位置決めにより、狭い通路やラック密集エリアでの柔軟な搬送を実現します。 ショールームでは、搬送、荷役、スタッキング作業、生産ライン物流の自動化など、さまざまなシーンにおけるロボットの活用を実機でご体験いただけます。さらに、SEERのロボット制御技術、ナビゲーション技術、インテリジェントな群制御技術についても、実際の動作を通じて詳しくご紹介します。 日本のお客様に、より身近なローカルサポートを京都ショールームは、SEERと日本のお客様・パートナー企業の皆様との交流拠点としての役割も担っています。日本の生産・物流現場では、比較的に狭小なスペースへの対応や、多様なパレット・搬送対象物への対応など、現場ごとにさまざまなニーズがあります。<h3>SEERでは、お客様との対面でのコミュニケーションを通じて、現場が抱える課題や自動化ニーズへの理解を深め、SEERの豊富な製品ラインアップと柔軟なカスタマイズにより、それぞれの現場に適したロボットソリューションをご提案します。</h3> SEER日本・京都ショールームへぜひお越しくださいAMR・AGFなどのスマート移動ロボットの導入をご検討中の方、またSEERの物流自動化ソリューションについて詳しく知りたい方は、ぜひお気軽にお問い合わせください。 皆様のご来場をお待ちしております。 SEER 日本・京都ショールーム📍 所在地：〒601-8151 京都府京都市南区上鳥羽塔ノ森東向町６０📅 ご見学：予約制（見学をご希望の場合は、以下のフォームにご記入のうえ、お申し込みください。） <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mtjx0qpykm4n84d97fe.jpg" width="850px" style="width:850px"/></div>

SEER日本・京都ショールーム｜最先端のスマートロボットと物流自動化ソリューションを体験

On August 20, SEER Robotics officially unveiled three strategic initiatives for embodied intelligence. Centered on three directions—advancing a general-purpose robot brain, building real-world data infrastructure, and co-building an evolution network of one million robots—the initiatives further define the company&#x27;s long-term roadmap for the era of embodied intelligence. By integrating the robot brain, real-world data, and a large-scale robot network, SEER Robotics aims to build a durable, self-sustaining infrastructure for embodied intelligence—one that allows robot capabilities to be replicated, accumulated, and evolved across an ever-wider range of platforms, tasks, and scenarios, and that ultimately forms an embodied intelligence foundation spanning degrees of freedom, configurations, and modalities. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mtfuegpxw04tn9lb4pi.jpg" width="850px" style="width:850px"/></div> Advancing a General-Purpose Robot Brain The fundamental difference between embodied intelligence and conventional AI is that intelligence must ultimately act on the real world through a robot&#x27;s physical body. A model must not only understand what is happening and what needs to be done; it must also determine how to act—and how to act reliably. SEER Robotics believes that a robot brain capable of truly entering the physical world requires a complete system running from cognition through execution to real-time feedback. To this end, the robot brain adopts a three-in-one architecture—Model, Cerebellum, and Nerves—that gives robots a complete intelligence system. <ul><li>The model layer serves as the cognitive center, responsible for perceiving and reasoning: environmental perception, task understanding, and intelligent decision-making.</li><li>The cerebellum layer serves as the execution center, responsible for turning decisions into action: motion planning, trajectory generation, and real-time execution, ensuring that robot movements are accurate, stable, and safe.</li><li>The nerve layer serves as the connectivity center, responsible for linking brain and body: through unified interfaces and a protocol stack compatible with more than 400 core components, it connects sensors, joints, and actuators, sending control commands downward to joints and actuators while returning position, velocity, torque, and sensor status upward in real time to close the full control loop.</li></ul> In this way, robot intelligence is no longer confined within the model; it enters the robot&#x27;s body, carries out tasks in the real world, and adjusts in real time according to the body&#x27;s state. The robot brain has long been a core competency underpinning SEER Robotics&#x27; long-term growth. As the company enters the embodied intelligence era, it will advance the generalization of the robot brain along three directions: continuously upgrading the brain&#x27;s hardware carriers, expanding the modular robotics ecosystem, and stepping up investment in embodied models. <ul><li>At the hardware level, the robot brain must accommodate an increasingly rich variety of robot configurations and computing requirements, progressing step by step from localized control toward whole-body coordinated control.</li><li>At the ecosystem level, SEER Robotics seeks to connect modules such as robotic arms, joints, dexterous hands, sensors, and actuators, enabling different components to be assembled more quickly into new robot forms.</li><li>At the model level, the company is building sustained capabilities across spatial understanding, task reasoning, motion generation, world modeling, and long-horizon tasks, so that model capabilities can be invoked according to the scenario and task at hand and ultimately delivered into robots through one and the same robot brain.</li></ul> Across embodied intelligent machines ranging from robotic arms and humanoid robots to robot dogs, SEER Robotics aims to progressively realize the following: bodies may differ, yet one brain connects them all; tasks may differ, yet capabilities remain available on call. This also marks a decisive step in the robot brain&#x27;s evolution from traditional control capabilities toward embodied intelligence infrastructure. Building Real-World Data Infrastructure What embodied intelligence truly lacks is not data volume, but high-quality data capable of supporting robots in understanding and learning from the physical world. Unlike data drawn purely from the internet, embodied intelligence data must come simultaneously from real robots, real environments, and real tasks, and it must keep accumulating as robots continue to work. Accordingly, SEER Robotics defines high-quality embodied data along four core dimensions: diversity, authenticity, consistency, and sustainable acquisition. <ul><li>Diversity: sufficiently rich data must be generated across different robots, configurations, tasks, and environments.</li><li>Authenticity: data must come from the real physical world, rather than remaining within simulated environments.</li><li>Consistency: data drawn from different robots and scenarios must rest on unified data structures and time systems before it can genuinely feed model training.</li><li>Sustainable acquisition: above all, such data must be produced continuously alongside the long-term operation of robots.</li></ul> On the basis of this assessment, SEER Robotics further introduces the concept of the complete embodied dataset. For any given real task, data should not merely record what the robot ultimately accomplished; it should preserve, to the greatest extent possible, the surrounding environment, human demonstrations, real-robot operation, and the processes of failure and recovery. Only when the full course of a task is recorded can a model learn not a single isolated action, but a complete, reproducible, and trainable real-world experience. To translate this vision into practice, SEER Robotics has formally established an embodied intelligence data subsidiary—Hangzhou Kaiwu Innovation Embodied Intelligence Technology Co., Ltd.—to advance embodied-data business across the board. This means embodied data is no longer simply a by-product generated naturally as robot products operate; it will become a key foundational capability for SEER Robotics as it builds out its embodied intelligence business. Around this capability, SEER Robotics is building a complete data infrastructure spanning real-robot collection, multi-source ingestion, data governance, model training, simulation-based evaluation, and capability feedback. It is also building a data and agent platform for embodied intelligence, further connecting the end-to-end chain from real robots to model training and on to capability deployment. At the same time, SEER Robotics plans to gradually open its embodied intelligence datasets and in-house evaluation benchmarks starting in the fourth quarter of this year, driving real-world data and robot capability evaluation beyond a scattered, fragmented state toward more systematic infrastructure development. Ultimately, data generated as robots perform real work will enter the training pipeline, produce new model capabilities, and return to the robots through OTA updates: real-world operation → data accumulation → model iteration → capability upgrade → renewed operation. The more robots work, the richer the data they generate; the richer the data, the better models understand the real world; and the more capable the models become, the more numerous and complex the tasks robots can accomplish. In this way, data is no longer the raw material for one-off training; it becomes the core engine that connects robots&#x27; real-world operation with the continuous evolution of intelligence. Co-Building an Evolution Network of One Million Robots The scale and value of data ultimately come from robots that keep operating in the real world. Accordingly, SEER Robotics is launching the &quot;Ladder Program&quot;: by 2030, together with its ecosystem partners, it aims to bring one million embodied intelligent robots into deployment across a wide range of body forms, capable of continuously performing diverse operational tasks in all kinds of real-world scenarios. The company formally announced the program&#x27;s launch and released the first cohort of 20 ecosystem partner companies. One million robots is far more than a volume target. The more industries robots enter, the richer the tasks they perform, and the more diverse their body forms and modes of perception, the more physical-world experience they can accumulate. Once this experience enters the data and model pipeline, it generates new robot capabilities, which in turn drive more robots into real-world scenarios. Thus, large-scale robot deployment is no longer merely a commercial outcome; it becomes the infrastructure on which embodied intelligence continuously evolves. For such a robot network to truly operate, robots must be equipped with cloud connectivity, always-on real-time access, data backflow, and OTA upgrade capabilities, enabling them to continuously collect real-world data and acquire new capabilities throughout long-term operation. This is precisely where the Ladder Program differs from a simple scale-up of robot deployment. Robot bodies, core components, models, data, computing power, and real-world scenarios are distributed among different industry partners. Taking the robot brain as the connecting point, SEER Robotics aims to bring more robots genuinely into the physical world and to enable partners across industries to jointly build this evolution network. The scale of robots determines the breadth of real-world experience; the accumulation of real-world experience in turn determines the speed at which embodied intelligence evolves. This is the true significance of one million robots: what the network connects is not a simple headcount of machines, but a robot evolution network spanning different bodies, tasks, and environments—one capable of continuously generating real-world experience. Three Strategies Converge,Toward an Embodied Intelligence Foundation If embodied intelligence is to be a technology that genuinely enters the physical world, stronger models alone are far from enough. Models must enter robots; robots must enter real scenarios; and real scenarios must continuously feed back into the models. This is why SEER Robotics thinks about the robot brain, real-world data, and a large-scale robot network within one unified strategy. The robot brain brings intelligence into robots; real-world data enables robots to keep evolving; and one million robots give this evolutionary system the real-world scale it needs. Only when the three are genuinely connected does embodied intelligence begin to take shape as an infrastructure that can be continuously replicated and evolved. On this foundation, SEER Robotics will go further to build an embodied intelligence foundation spanning degrees of freedom, configurations, and modalities. <ul><li>Cross-degrees-of-freedom means the ability to work across different joint counts and motion capabilities.</li><li>Cross-configuration means coverage of different body structures, including humanoids, wheeled robots, robotic arms, and robot dogs.</li><li>Cross-modal means the ability to process different perceptual inputs, including vision, force sensing, tactile feedback, and joint states.</li></ul> Ultimately, what different robots share will no longer be merely software interfaces, but a growing body of reusable foundational intelligence capabilities. And once these underlying capabilities are truly in place, the way people interact with embodied intelligence will change as well. In the past, a new robot task usually meant starting data collection, algorithm development, model training, and on-site deployment all over again. In the future, these complex processes can be progressively absorbed into the backend: users need only tell the robot what to accomplish, while the system judges whether existing capabilities are up to the task—and, when they are not, automatically drives the required data collection, training, evaluation, and OTA updates. Truly mature embodied intelligence does not require every user to become a machine learning expert; it gives robots the ability to keep acquiring new capabilities. In this light, what SEER Robotics is building today is not merely a more powerful robot brain, a data platform, or a robot network, but an infrastructure that connects intelligence, robots, and the real world. As increasingly complex capabilities are consolidated behind the system, what users ultimately see will no longer be models, data, or algorithms, but a robot that understands requirements, executes tasks, and keeps gaining new capabilities. Models and data ultimately recede behind the scenes; what remains are capabilities that robots can put to work directly. This is the ultimate goal of SEER Robotics&#x27; embodied intelligence strategy: to remove the barriers to embodied intelligence. And it points onward to the mission to which SEER Robotics has long been committed: Drive a more open, diverse era of intelligence, making AI robots accessible to all.

SEER Robotics Unveils Three Embodied Intelligence Strategies: Building an Embodied Intelligence Foundation Through "Brain + Data + Network"

From Foresight to Reality | SEER Robotics: From One Million Robots to a Universal Brain for Embodied Intelligence

If Qin Tong and his team have long explored how robots understand the world, SEER Robotics has, over the years, accumulated expertise in the complementary question of how robots can enter the real world and accomplish practical tasks. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mtftmgo2ne36xhivteh.jpg" width="850px" style="width:850px"/></div> Over the past few years, with the robot brain at its core, SEER Robotics has continued to build the underlying capabilities of robots by combining real-robot data, an open platform, diverse robot form factors, and genuine industrial applications. In real-world industrial and commercial settings, robots must contend with constantly changing people, objects, spaces, and tasks. The data generated by large numbers of real-robot deployments, together with long-accumulated scenario expertise, has therefore become a vital foundation for the continued evolution of robotic intelligence. To address the key challenges embodied AI faces in progressing from perception to action, the two parties will focus their exploration on two areas. 1. Multimodal Data Modeling and Scene Understanding Real factories and commercial environments contain multidimensional information spanning vision, space, language, and tasks. Enabling robots to form an effective understanding of their environment and tasks from such complex, multi-source data is an essential foundation for their evolution from executing instructions to completing tasks autonomously. The two parties will conduct research into multimodal data modeling, representation learning, and scene understanding across a broad range of industrial and commercial environments, exploring how robots can build a more accurate and complete awareness of their surroundings. 2. World Model Training and Inference Embodied AI demands more than simply seeing: it requires understanding the relationship between actions and the environment, as well as anticipating the outcomes that different decisions may produce. The two parties will further explore methods for world model training and inference oriented toward robotic manipulation tasks, advancing robots from environmental perception toward task understanding, decision-making, and action. The ultimate goal is to equip robots with a more complete intelligence loop spanning &quot;perception–decision-making–execution–feedback.&quot; Jointly Building an Innovation Ecosystem for Embodied AI For embodied AI, moving from algorithms and models developed in the laboratory to robot task execution in real-world environments still requires continuous technical validation and scenario-based iteration. This is precisely the direction the joint laboratory aims to explore: grounded in real robots and industrial scenarios for validation, it will further connect frontier research—such as intelligent perception, environmental understanding, and world models—with real tasks, exploring pathways for turning research outcomes into practical applications. For SEER Robotics, embodied AI is evolving from competition over standalone product capabilities toward systemic capabilities built in concert by robots, data, models, and real-world scenarios. From the robot brain to the open platform and, further still, to embodied infrastructure, SEER Robotics is continuously building a capability system that connects intelligent technologies with the real world. Helping robots better understand the world—and bringing intelligence genuinely into the real world.

SEER Robotics Strengthens Embodied AI R&D as Qin Tong, SJTU Associate Professor and Huawei "Top Minds" Recruit, Comes on Board

<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msy3agl5huhd9z05yyg.JPEG" width="850px" style="width:850px"/></div> SEER Robotics reported strong growth in H1 2026, with: • Revenue: RMB 264M, +67.5% YoY • Gross profit: +71.7% YoY • Gross margin: 46.6% • Shipments: 8,000+, +80%+ YoY • New orders: RMB 467M+, +60%+ YoY<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msy37orkkhd5lt2y4wl.JPEG" width="850px" style="width:850px"/></div> Global expansion accelerated sharply, with overseas revenue surging 197.5% YoY and new overseas orders soaring 550%+ YoY, positioning overseas business as a major new growth engine.<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msy38ws3w1m9m9ui1n.JPEG" width="850px" style="width:850px"/></div> SEER Robotics continues to build a data and technology closed loop for Embodied Intelligence. The “Robot Brain” is now deployed at scale across 2,500+ customers and 20+ industries, while E2E / VLA-powered products have achieved scaled deployment across leading semiconductor, automotive and 3C companies globally.<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msy39rpv3ukl1k5cqdx.JPEG" width="850px" style="width:850px"/></div> Building on this foundation, Embodied Intelligence Infra connects the full workflow through unified cloud infrastructure + cloud-edge architecture—from robot integration → data collection → cleaning &amp; labeling → model training → simulation &amp; evaluation → deployment to robots—enabling continuous data and model iteration.

Strong Growth! SEER Robotics 2026 Interim Results

When a concept is used by everyone, it often loses its precise meaning. The term &quot;robot brain&quot; has become an umbrella phrase used far too loosely. For some, it refers to a large model running on a robot; for others, it means the control software developed in-house by robot manufacturers; still others equate it with nothing more than a high-compute board. Without a clear definition, discussions quickly talk past one another. The &quot;brain&quot; you mean and the &quot;brain&quot; I mean may be entirely different things. At SEER Robotics, we define the &quot;robot brain&quot; with precision: Robot Brain = Model + Cerebellum + Nervous System <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mtfvobkb7p63j9rzvaj.jpeg" width="850px" style="width:850px"/></div> 01 The Three-in-One Architecture of the Robot Brain: Model, Cerebellum, and Nervous System The model makes decisions, the cerebellum executes, and the nervous system connects — only when all three layers are integrated does a complete robot brain emerge. The Model: Determining What to Do and How to Do It The model is responsible for perceptual understanding, task decomposition, and intelligent decision-making. It answers fundamental questions: What does the current scene mean? How should a user instruction be broken down into executable steps? How should the robot adapt when the unexpected occurs? This is the source of a robot&#x27;s &quot;understanding&quot; and currently the most active frontier in embodied AI. The Cerebellum: Precise, Stable, and Safe Motion The cerebellum handles motion planning, trajectory generation, real-time execution, state feedback, and functional safety. It operates as a millisecond-level real-time closed loop — a delay of mere tens of milliseconds can turn precise motion into visible jitter. A robot that understands the task but cannot execute it accurately is just as unproductive as one that moves precisely without understanding what it is doing. The Nervous System: Delivering Commands to Every Component The nervous system is a unified interface and protocol stack that connects sensors, joints, and actuators. SEER Robotics&#x27; nervous layer is already compatible with more than 400 core components. This means one and the same brain can power a wide range of robot bodies — wheeled robots, tracked robots, robotic arms, and composite robots. 02 Why All Three Are Indispensable With the model alone, instructions never reach the joints. With real-time control but no cognitive decision-making, the robot cannot understand the task. And when inference is pushed to the cloud, it cannot meet real-time and safety requirements, nor can it capture complete feedback from physical execution. Perception → decision-making → execution → feedback must form a closed loop within a single system. For a robot to complete a task end to end in the real world, all three layers must work as one. 03 The Robot Brain Is Neither a Domain Controller Nor a Model Equating the robot brain with a domain controller underestimates it — a domain controller is merely an integrated board; it does not grow smarter as deployment volumes increase. Equating the robot brain with a single model narrows its scope — a model only handles the &quot;thinking,&quot; but completing real-world tasks also demands millisecond-level motion control and unified hardware interfaces. If an analogy must be drawn from the automotive industry, our closest counterparts are not domain controllers but third-party autonomous-driving companies — what we deliver are systems and models, not an integrated circuit board. SEER Robotics has ranked first in global robot brain shipments for three consecutive years, holding a 24.8% market share, and this business line has long maintained a gross margin above 80%. What underpins these results is years of accumulated expertise in algorithms, toolchains, and cross-configuration compatibility — not a bill of materials. 04 The Robot Brain: Infrastructure for the Embodied AI Industry The more fragmented the robot bodies, the more valuable the brain — this is the fundamental difference between the robotics and automotive industries. Why is an independent brain supplier particularly important in the robotics industry? The answer lies in a fundamental premise: robot bodies are destined to fragment, while the brain is destined to converge. Even in the automotive industry, where a single model can sell over a million units, independent autonomous-driving companies remain essential. Robotics is far more diverse — wheeled robots, tracked robots, robotic arms, and composite robots — each produced in relatively small volumes. For every manufacturer to develop its own control software would be costly, slow, and ultimately shallow. A standardized brain platform therefore becomes the industry&#x27;s common denominator. As more and more devices gain the ability to move and decide autonomously, a standardized brain platform will become the infrastructure on which the entire industry runs. 05 The Real Moat: The Real-Robot Data Flywheel Real-world operating data flows back continuously from a unified controller foundation under consistent standards — data that is authentic, diverse, coherent, and self-renewing. The core bottleneck of embodied AI lies in the brain, and the core bottleneck of the brain lies in real-robot data. A domain controller does not grow smarter with scale; a robot brain does. Every robot operating in the real world contributes data to the brain, and every data point fed back makes the next robot smarter. Closing Thoughts A path more than a decade in the making, a future now accelerating. SEER Robotics grew out of a robotics algorithm team at Zhejiang University that won the RoboCup World Championship three times. That algorithmic DNA has been embedded in the company since day one — and it has always operated in the physical world. From algorithms to controllers, from brain platforms to data models, every step has been the entry ticket to the next stage. When we speak of the &quot;robot brain&quot; today, we are speaking not merely of a product, but of a path forged over more than a decade. While everyone debates when embodied AI will finally arrive, the question that truly matters is this: Whose brain is being used by more and more robots?

SEER Insight | Demystifying the "Robot Brain": Model + Cerebellum + Nervous System

SEER Robotics will participate in Logis-Tech Tokyo 2026, taking place from September 8–11, 2026, at Tokyo Big Sight, Japan. Under the theme “All Robots. One Platform. Fully in Your Control.”, SEER Robotics will showcase its latest robotics technologies and intelligent automation solutions for material handling and intralogistics. We warmly invite you to visit SEER Robotics at Hall E2 – L02 to explore our solutions and discuss the future of intelligent logistics. Exhibition Information at a Glance 📍 Exhibition Name: Logis-Tech Tokyo 2026 📅 Dates: September 8–11, 2026 🏢 Venue: Tokyo Big Sight 🔢 SEER Robotics Booth: Hall E2 – L02 Visit the SEER Robotics Japan Kyoto ShowroomSEER Robotics has established a showroom in Kyoto, Japan, providing customers with an opportunity to experience our smart robots and logistics automation solutions in person.Please click below to learn more about the showroom and make an appointment.<a href="https://seer-robotics.ai/en/media/343" target="_blank">View Details ＞</a> SEER Roboticsは、2026年9月8日（火）～11日（金）に東京ビッグサイトで開催される「Logis-Tech Tokyo 2026」に出展します。 今回の展示テーマは「All Robots. One Platform. Fully in Your Control.」。マテリアルハンドリングや物流現場に向けて、SEER Roboticsの最新のロボット技術とインテリジェントオートメーションソリューションをご紹介します。 ぜひ東2ホール・L02のSEER Roboticsブースへお越しいただき、最新のソリューションをご覧ください。皆様のご来場を心よりお待ちしております。 展示会概要 📍 展示会名：Logis-Tech Tokyo 2026 📅 開催期間：2026年9月8日（火）～11日（金） 🏢 会場： Tokyo Big Sight 🔢 ブース：HALL E2 – L02<h3> SEER Robotics 日本・京都ショールームのご案内</h3>SEER Roboticsは、日本のお客様にスマートロボットや物流自動化ソリューションを実際に体験いただける場として、京都にショールームを開設しました。ショールームの詳細やご見学のお申し込みについては、以下をクリックしてください。<a href="https://seer-robotics.ai/en/media/343" target="_blank">詳細を見る ＞</a> <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/msoi66n09wtdxhjlw3v.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at Logis-Tech Tokyo 2026

Over the past two years, the industry has been focused on VLA—Vision-Language-Action models that weave perception, language, and motion into a single pipeline, finally enabling robots to understand instructions and execute them. Yet there remains a considerable gap between performing a single action and completing a sequence of tasks reliably amid changing conditions. Loads can shift, positions can drift, people can step into the path unexpectedly, and equipment can fail. A robot must not only perceive what lies in front of it, but also anticipate what is likely to happen next. This is why world models have emerged as the new focal point. From NVIDIA&#x27;s world foundation model for Physical AI, to Google DeepMind&#x27;s explorations in world models, VLA, and embodied reasoning, to the accelerated efforts of Chinese companies, the industry&#x27;s benchmark is shifting from &quot;can it perform an action&quot; to &quot;can it anticipate changes, withstand the unexpected, and carry an entire sequence of tasks through to completion.&quot; But one question must be addressed first: where does a world model&#x27;s capability actually come from? The answer is not merely larger parameter counts or richer simulation. What matters more is whether the model has access to task feedback that is sufficient in volume, authentic in nature, and genuinely usable. 01. VLA Connects Perception and Action; World Models Deepen the Understanding of Change The advent of VLA has given robots the genuine ability to get things done. Perceiving the environment, understanding instructions, and performing pick-and-place tasks—this marks a critical step for embodied intelligence, moving it from pre-programmed behavior toward autonomous execution. On a real operational site, a complete material-handling mission may involve multiple complex sub-tasks and require re-planning when anomalies occur. World models focus precisely on modeling state transitions and the consequences of actions. They enable robots to grasp physical and spatial dynamics and to reason through outcomes before acting. Will an object drop? Will the path be blocked? Will a motion become unstable? With such predictive capability, robots can choose more sound execution strategies. 02. The Ceiling of World Models Depends More on Data Quality When world models are mentioned, many people immediately think of building an ever-larger simulated world. However large a simulation may be, it cannot cover the long-tail variations found in real industrial settings—friction, collisions, occlusions, latency, and equipment aging are all difficult to replicate accurately in simulation alone. The industry consensus is that all sources are needed, used in combination. The data required to train a large world model can be understood as a pyramid: <ul><li>Base: web images, text, general video, and human first-person footage—the largest in volume and lowest in cost, teaching robots roughly what the world looks like and addressing breadth of exposure.</li><li>Middle: hand-motion tracking, teleoperated demonstrations, simulation data, and multi-embodiment datasets—more structured, progressively approaching the action space of specific robots.</li><li>Apex: real-robot demonstrations, contact data, task corrections, and failure samples—the scarcest, most closely aligned with the target robot, and directly decisive in whether a task can be accomplished.</li></ul><p src="https://seer-group.feishu.cn/space/api/box/stream/download/asynccode/?code=NzE0OTQ1YzIxOWE4MTRmYzc2OWJkZWRiYTA4YTI5ZDZfNGVDMkl2REdMbUNRaHlpVGRNeTBZbHJ6ejBLVnhVVmVfVG9rZW46RWxCOWJBbjhBb1ZKakZ4WXNla2N2Ulc4blFlXzE3ODYzMzIwNDE6MTc4NjMzNTY0MV9WNA&add_watermark=true&scene_type=CCM" data-single-block="true" data-snapshot="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" data-suite="eyJmaWxlVG9rZW4iOiJFbEI5YkFuOEFvVkpqRnhZc2VrY3ZSVzhuUWUiLCJvYmpUeXBlIjoiZG9jeCIsIm9ialRva2VuIjoiZG94Y25kdWVXM01ZVVZ6Vk9jQkZ5UW43dkJoIiwib3JpZ2luU3JjIjoiaHR0cHM6Ly9pbnRlcm5hbC1hcGktZHJpdmUtc3RyZWFtLmZlaXNodS5jbi9zcGFjZS9hcGkvYm94L3N0cmVhbS9kb3dubG9hZC9wcmV2aWV3L0VsQjliQW44QW9WSmpGeFlzZWtjdlJXOG5RZS8/cHJldmlld190eXBlPTE2In0=" data-src="https://internal-api-drive-stream.feishu.cn/space/api/box/stream/download/all/ElB9bAn8AoVJjFxYsekcvRW8nQe/?mount_node_token=doxcndueW3MYUVzVOcBFyQn7vBh&mount_point=docx_image" data-width="512" data-height="512" data-lark-image-uri="drivetoken://ElB9bAn8AoVJjFxYsekcvRW8nQe" data-lark-image-width="512" data-lark-image-height="512"> No matter how thick the base, without an adequate apex, robots still cannot be deployed in practice. What matters about data is not sheer volume, but its authenticity, diversity, consistency, and sustainability—data drawn from real tasks, covering diverse embodiments and scenarios, governable in a unified manner, and continuously fed back under authorized and compliant conditions to empower ongoing model training. 03. Train Truly Useful World Models with Robots That Do Real Work Real operational sites are the finest calibration grounds for models. SEER Robotics&#x27; robot brain has been deployed across robots of various embodiments, operating daily in factories, warehousing and logistics, retail, and education, where it confronts route changes, task switching, equipment coordination, and temporary obstacles. When different robots connect to the same brain, their actions, sensor data, states, and task outcomes are managed under a unified schema, reducing the difficulty of aligning heterogeneous data and laying the foundation for cross-embodiment reuse. Usable operational feedback from real scenarios—subject to customer authorization and compliance requirements—is filtered, desensitized, governed, and aligned, then continuously applied to system evaluation and model optimization. This creates an iterative closed loop: More deployments → More cross-embodiment feedback → Data governance and alignment → Model iteration → More stable execution → Larger-scale deployments World models are not an end in themselves, nor a universal module that solves every problem—and bigger is by no means better. Their value ultimately comes down to a simple proposition: enabling robots to complete tasks more efficiently and reliably in real operations, which always depends on continuous validation in real-world settings.

SEER Insights | World Models: Is Bigger Always Better?

Embodied intelligence is no longer just a vision — it&#x27;s entering the real world. Robots act, learn, and evolve in real-world scenarios. Every action generates new experience. Every task drives the next evolution. At WRC 2026, SEER Robotics invites you to witness firsthand how robotic brains connect with the physical world, how robots grow through continuous practice, and how robots get smarter with every job they do. Date: August 19 – 23, 2026 Venue: Hall C · Dual Booths C233 &amp; C203 SEER Robotics looks forward to meeting you there. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msd78o4mmmuiwsfoqgf.jpg" width="850px" style="width:850px"/></div>

Foresee to See: SEER Robotics at WRC 2026

Exclusive 4-Hour Interview with Zhao Yue, Founder of SEER Robotics: The Next Battlefield in Embodied Intelligence — Real-World Robot Data

The following article originally appeared on TMTPost Venture Capital, authored by Guo Hongyun. A company whose core business is robot brain control systems generates less than 20% of its revenue from controllers. How, then, can it lay claim to a trillion-yuan story? SEER Robotics listed on the Hong Kong Stock Exchange this June, becoming the first &quot;robot brain&quot; stock in the Hong Kong market. Yet its prospectus revealed a seemingly awkward figure: controllers—the very carrier of its core technology—accounted for less than 20% of revenue. On that ratio alone, the company would appear to have limited upside. Ye Yangsheng, Co-Founder and Executive Director, sees it differently. &quot;The price tag on a controller is not what matters. What matters is the data asset we accumulate—real-world, cross-scenario, multi-task, and multi-embodiment. Once the data flywheel starts turning, growth is no longer constrained by the unit price of controllers.&quot; From controllers in the past to the open platform of today, what SEER Robotics is building is the foundational capability for real-world intelligent systems. Capital has voted with real money. HHLR, an affiliate of Hillhouse, subscribed for HK$118 million; together with Yuanbao, 3W, GF Fund, Ruihua Investment, Zhonghe Capital, Yishao, and ACCF Capital, eight cornerstone investors subscribed for a total of HK$462 million. In 2026, the scarcest resource in the embodied intelligence industry is neither algorithms nor computing power—it is data. Since its founding in 2020, SEER Robotics has deployed 50,000 robot brains and accumulated more than 500,000 hours of real-robot data across multiple embodiments, including humanoid robots, quadruped robots, embodied forklifts, composite robots, and cleaning robots. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msisil0ikk00istrslg.png" width="850px" style="width:850px"/></div>(Ye Yangsheng, Co-Founder and Executive Director) &quot;The real world is the best training ground for robot brains,&quot; Ye observes. &quot;The greater the diversity of robot embodiments and the broader the range of scenarios, the wider the model&#x27;s understanding of the real world becomes.&quot; SEER Robotics has built a closed data loop spanning data collection, model training, deployment validation, and continuous optimization. As its installed base continues to expand, real-world data will keep the growth flywheel turning, providing an enduring engine for the iteration of embodied intelligence models. This flywheel is SEER Robotics&#x27; real second card. The First Curve: An Installed-Base Network Built on Controllers The SEER Robotics story begins in 2013. Ye Yangsheng and his two co-founders—Zhao Yue, Founder, and Wang Qun, Co-Founder—won the RoboCup robot soccer championship three times. At the time, there were few domestic robot companies to join, so they decided to start their own. For the first two years, the team built complete robots for clients one by one. They soon realized this path was not scalable: each customer had different requirements, and a solution built for one robot could not be replicated for the next. &quot;We founders all came from software backgrounds and lacked expertise in mechanical structures and hardware,&quot; Ye recalls. &quot;So we asked ourselves: what in this stack is actually standardized? The answer was software—and the carrier of that software is the robot controller.&quot; The turning point came with their first controller customer—a large electronics manufacturer. The company approached SEER Robotics with a straightforward proposition: &quot;You&#x27;ll never outbuild us when it comes to robot bodies. Focus on the controllers, and leave the rest to us.&quot; The two sides clicked immediately, and a business model took shape: SEER Robotics builds controllers; customers build robots—each doing what they do best. A decade later, the strategy has delivered hard numbers. According to a CIC (China Insights Consultancy) report, SEER Robotics has ranked first globally in intelligent robot controller sales for three consecutive years. By 2025 robot controller sales volume, it leads both globally and in China, with market shares of 24.8% and 45.2%, respectively. Yet the prospectus raises a question worth pondering. Gross margins stand at 79.8% for controllers, 89.3% for software, and 38.4% for complete robots, but the high-margin core products account for a relatively small share of revenue, and economies of scale have yet to fully materialize. Controller revenue share declined from 26.5% in 2023 to 19.3% in 2025, with rapid volume growth offsetting downward pressure on price. &quot;Selling controllers alone is indeed a market with a relatively low ceiling,&quot; Ye acknowledges. &quot;A controller may be the single most expensive component in a robot, but it accounts for only 10% to 20% of the robot&#x27;s price—naturally generating less revenue than selling an entire robot.&quot; His response is not a defense but a redefinition of the rules of the game. Within SEER Robotics, the core KPI is not controller revenue but installed base: regardless of who builds the robot, every unit running a SEER controller counts as one installation. Over 90% of these robot bodies are not manufactured by SEER itself; customers use SEER controllers to build their own robots, which SEER then brings into its ecosystem. This is how a company that does not engage in manufacturing ends up with the broadest portfolio of robot embodiments in the market. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msisjo5fq5196093c7f.jpg" width="850px" style="width:850px"/></div> Before the concept of embodied intelligence gained traction, the industry referred to an AMR base paired with a collaborative arm as a &quot;composite robot.&quot; The AMR had its own controller and the collaborative arm had its own controller—essentially a forced marriage that made on-site commissioning extremely cumbersome, which is why the product never sold well. Now, with embodied intelligence on the rise, SEER Robotics has integrated mobility, dual-arm manipulation, vision, and force control into a single controller. Its proprietary embodied intelligence robot brain, the SRC-5000, delivers unified control, scheduling, and coordinated operation, providing stable support for the large-scale deployment of humanoid robots. &quot;When a person on a production line needs to move, they don&#x27;t walk to a spot and then reach out—they reach out while walking,&quot; Ye explains. &quot;Those operations were virtually impossible under the old architecture; they require an integrated control architecture.&quot; What SEER Robotics has truly accumulated, he says, is not just the number of robots, but the fact that the real world is beginning to be unified into a single intelligent system. He even offers a litmus test: observe whether a wheeled-arm robot on the market can move its arms while moving; if it cannot, it is likely still running on a traditional solution. The Second Curve: 500,000 Hours of Real-Robot Data and the World Model In 2026, the embodied intelligence industry is at an inflection point. The China Embodied Intelligence Industry Development Report (2026) projects that China&#x27;s embodied intelligence market will reach RMB 1.09 trillion; a Frost &amp; Sullivan white paper shows the global market growing from RMB 94.9 billion in 2025 to RMB 408.4 billion in 2030, a CAGR of over 33%. Yet every industry report points to the same bottleneck: a severe scarcity of high-quality, physical-world data. This is no empty claim. Companies building embodied foundation models are scrambling for data: simulation data is not realistic enough, teleoperation data lacks diversity, and real-robot, real-scenario data is both scarce and expensive. SEER Robotics, leveraging its controllers, has already amassed 500,000 hours of real-robot, real-scenario data from more than 1,000 factories running continuously online worldwide. Ye divides real-robot data into two categories. The first is laboratory teleoperation data, collected by having humans remotely operate robots in constructed experimental settings; its diversity is poor. The second is real-robot, real-scenario operational data, generated as robots perform actual work in real factories—the highest quality available. SEER Robotics&#x27; data falls into the latter category and meets four criteria: authenticity (a large volume of real factory scenarios), diversity (more than 20 industries and over 2,000 robot models), consistency, and sustainability. Consistency is SEER Robotics&#x27; most distinctive moat. The industry faces a widely acknowledged challenge: data from different sources uses inconsistent formats and misaligned timestamps, and aligning multi-source data for joint training requires extensive preprocessing. Because all SEER robots run on its own controllers, the company can define unified data schemas and formats within the controller itself, with hardware-level timestamp alignment across all joints and sensors. &quot;Data coming back from any robot running a SEER controller can be used directly for training, with no special processing required,&quot; Ye reveals. On data security, Ye does not shy away from the debate. Robot data is operational in nature—similar to data generated by a human operator—and its sensitivity is limited after desensitization. What is more valuable is anomaly data: data captured when a robot encounters an error, along with the data from the normal operations immediately before and after. Much like the takeover rate in autonomous driving, the data at the moment of human intervention is the most valuable. Customers are typically willing to provide such high-quality data. In the second half of this year, SEER Robotics will play its second card: releasing an embodied world model and open-sourcing hundreds of thousands of hours of real-robot data. In Ye&#x27;s view, the technology roadmap for robots resembles that of autonomous driving: use traditional planning-and-control operational data, train a foundation model via a Mixture-of-Experts (MoE) architecture, then apply reinforcement learning fine-tuning in vertical scenarios to ultimately produce specialized models for autonomous forklifts, cleaning robots, manipulation robots, and more. The foundation model is trained on all data together; the vertical models are the result of targeted fine-tuning. SEER Robotics&#x27; ambitions extend beyond robot controllers. Going forward, the company will build VLA (Vision-Language-Action) world models while also selling cleaned, semantically enriched data to companies training models. This means SEER Robotics is shifting from &quot;selling hardware&quot; to &quot;selling models, data, and infrastructure.&quot; Once the flywheel turns, installations generate more data; data trains stronger models; stronger models make robots smarter; and smarter robots attract more installations—so that growth is no longer constrained by the unit price of controllers. For the flywheel to turn, real scenarios must feed it a continuous supply of data. What do those scenarios look like? Bringing the Flywheel to Life: Scenarios and Markets Ye has a clear principle: not every scenario needs to be embodied. &quot;The scenarios worth pursuing with smarter, more generalizable robots are those that traditional methods simply cannot handle. On a factory assembly line, what matters is not generalization but efficiency; adding too much &#x27;intelligence&#x27; can actually reduce efficiency and compromise success rates—that doesn&#x27;t make sense. Scenarios that assembly lines or traditional robots already handle well have no need for embodiment.&quot; What is worth replacing with intelligent robots are the steps that still rely on human labor and that traditional automation cannot handle. Ye cites three scenarios. The first is loading and unloading. At Foxconn, for example, production lines are already highly automated, but the steps of moving materials from carts or racks to the line, removing finished items to the next station, and performing initial inspections along the way still depend on people. The reason is that the shape and position of materials vary each time, beyond what fixed routines can cover. This is precisely where dual-arm robots with vision and force control can step in: they do not require millimeter-precise positioning, but can see the material, feel the grip force, and perform flexible operations. The second is forklift unloading at docking bays. Trucks park in different positions each time, and once the trailer doors open, the shape and arrangement of the cargo are unpredictable—rendering the preprogrammed routines of traditional automated forklifts useless and forcing reliance on human drivers. The autonomous driving industry shifted from rules-based planning to end-to-end, data-driven models precisely because the rules cannot all be written down. The same logic applies to forklifts in factories: only models trained on real-robot data can handle unstructured environments and make true unmanned operation possible. The third is flexible cable insertion. Before computers or servers are assembled into finished products, they require power-on testing, which involves plugging and unplugging flexible cables such as Ethernet cords. Human hands do this effortlessly, but purely mechanical structures cannot: the cables are soft, their deformation varies each time, and the motion cannot be repeated along a fixed trajectory. This requires dexterous hands, force-controlled arms, and a model that understands the semantics of the cable-plugging action. Such flexible manipulation scenarios are extremely common in manufacturing yet have long been overlooked by automation—precisely the domain where embodied intelligence models can deliver the greatest value. The three scenarios share a common characteristic: they are open or semi-open, unstructured, and demand generalization. Generalization is precisely what models trained on real-robot data can provide. This means that every robot deployed into these scenarios is not only working on site but also continuously generating high-quality data that flows back into the flywheel, creating a positive feedback loop between scenarios and data. SEER Robotics&#x27; deployment strategy also serves this positive feedback. According to Ye, the company does not limit itself to a single scenario but pursues scenario diversity, collecting data wherever it can. This is critical for data diversity and model generalization. At the same time, it does not restrict data collection to dual-arm humanoid-like robots; data from other embodiments is collected in parallel, with the proportion of humanoid-like data gradually increasing over time. Overseas markets are another growth engine. International revenue currently accounts for nearly 20%, and replicating the data flywheel abroad requires deploying the same infrastructure overseas. The flywheel, in other words, is not only turning but also expanding globally. The central focus is one thing: accelerating the flywheel by continuously deploying more robots and refining the cloud-based data infrastructure so that data flows back continuously and at low cost. This is the goal Ye has set for the next three to five years. &quot;Leveraging our robot brains, open platform, and multi-embodiment robot products, we aim to build out the embodied intelligence infrastructure and lower the barriers across the entire chain—from hardware setup to data acquisition to model training and deployment,&quot; Ye says. In Summary SEER Robotics spent a decade proving out its first curve. It has ranked first globally in controller market share for three consecutive years; tens of thousands of robots running SEER controllers operate in real factories, and the installed base continues to double each year. That 19.3% revenue share on the prospectus is not a ceiling—it is a starting point. In the second half of this year, the embodied world model will be officially released, and hundreds of thousands of hours of real-robot data will be open-sourced to the industry. When the data network built by controllers begins to feed the models, and the models make robots smarter—thereby attracting more installations—the flywheel will truly be in motion. Ye believes that the future competition in robotics will not be about models and data alone, but about the embodied intelligence infrastructure that supports models in running, learning, and evolving continuously. SEER Robotics holds two cards: one has been played, and the other is about to be turned.

TMTPost Speaks with Ye Yangsheng, Co-Founder of SEER Robotics: From Robot Brains to Embodied Intelligence Infrastructure

During the 2026 World Artificial Intelligence Conference (WAIC), Yicai Media launched its 4×24 LIVE series. Ye Yangsheng, Co-founder of SEER Robotics, was invited to join the roundtable discussion titled &quot;How Can Embodied AI Advance Steadily and Far?&quot; Together with fellow panelists, he explored the development path of the embodied AI industry and examined the challenges and opportunities that lie ahead as the sector moves from technological breakthroughs toward large-scale deployment. Robots Truly Grow in the Real World Addressing the ongoing industry debate over the mix of impressive demonstrations and high-profile missteps in humanoid robots, Ye argued that what truly deserves attention is not the occasional stumble, but whether the industry is continuing to move in the right direction. &quot;What many people see are humanoid robots stumbling; what the industry sees is robots finally beginning to enter the real world,&quot; he said. In his view, a robot is an extraordinarily complex system. From the hardware platform and core components to control algorithms, environmental perception, and supply chain maturity, every link requires continuous evolution. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msipb2y5srsxdqihcrk.png" width="850px" style="width:850px"/></div> Even today, robots continue to encounter challenges in factories, warehouses, and even home environments. This is both an objective law of technological progress and a stage the industry must pass through on its path to maturity. Ye drew a parallel with the automotive industry: just as automobiles evolved from experimental prototypes to mass deployment, robotics must go through the same journey. What truly drives the industry forward is not a single successful demonstration, but an ever-growing number of robots entering real scenarios, iterating and maturing through actual work. The Next Breakthrough in Embodied AI Depends on Real-World Scenarios and Real-Robot Data This observation leads to another of his core judgments on the development of embodied AI. In recent years, the rapid advance of large models has been driven largely by continuous training on massive volumes of internet data. For embodied AI, however, the truly scarce resource is not models, but real-world data. &quot;The brain of embodied AI has not yet had its GPT moment. A major reason is that we still lack sufficiently rich real-world scenarios and real-world data,&quot; Ye stated at the event. In his view, for robots to truly acquire generalization capabilities, they must first enter the real world. Only by entering factories, warehouses, logistics operations, commercial services, and a wider range of real production and daily-life scenarios can robots continuously complete tasks, accumulate experience, and generate large volumes of rea l-world operational data. This real-robot data will not only continuously refine robots&#x27; control capabilities but also train increasingly intelligent, more generalizable embodied AI brains. This has long been the technology path to which SEER Robotics&#x27; founding team has remained committed. From the very beginning, rather than pursuing the robot hardware platforms that more easily attract the spotlight, the team chose to focus on building foundational capabilities such as the robot brain, control systems, and multi-robot coordination. In his view, what determines a robot&#x27;s long-term competitiveness is not the ability to pull off a single impressive maneuver, but the continuous improvement of its ability to solve problems in the real world. Building Embodied Infrastructure Starts with Large-Scale Deployment Building on this philosophy, Ye further argued that large-scale deployment is not merely a commercial outcome, but a prerequisite for the continuous evolution of embodied AI. The more robots are deployed, the richer the real-world scenarios they enter, and the more real-robot data they generate; the richer the real-robot data, the stronger the generalization capability of embodied AI models; and stronger generalization, in turn, propels robots into more industries and scenarios, creating a virtuous cycle of continuous evolution. This is precisely the direction SEER Robotics has been advancing in recent years. Leveraging its robot brain, open platform, and multi-form robot products, SEER Robotics continues to drive large-scale deployment of robots across an expanding set of real-world scenarios. By continuously accumulating high-quality real-robot data, the company is strengthening the generalization capabilities of embodied AI and further building the embodied infrastructure for the future. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msipbbq8u87qpcre28o.jpg" width="850px" style="width:850px"/></div> In Ye&#x27;s view, the real competition in embodied AI will not take place on the exhibition stage, but in the real world. Likewise, what will determine robot capabilities in the future is not a single brilliant demonstration, but the tasks completed day after day in real scenarios. Only when more and more robots can reliably enter production and daily life, continuously learning and growing, will embodied AI truly move toward large-scale application—and truly deliver steady, far-reaching progress.

SEER Robotics Co-founder Ye Yangsheng: To Advance Steadily and Far, Embodied AI Must First Enter the Real World

While previous editions of WAIC centered on the relentless breakthroughs in AI model capabilities, a more defined trend has taken shape this year: artificial intelligence is accelerating its entry into the physical world, and embodied intelligence has emerged as a critical pathway connecting AI technology with industrial applications. This shift lends this year&#x27;s WAIC added significance. From models to robots, from computing power to industrial deployment, a growing number of companies are showcasing the foundational capabilities that enable AI to operate in real-world scenarios—moving beyond isolated technical demonstrations. Over four days, across two venues and three booths, visitor traffic remained continuous. SEER Robotics showcased humanoid robots, a humanoid robot chassis, and the AI delivery robot P300 at three partner booths located at Zhangjiang Science Hall and the World Expo Exhibition &amp; Convention Center. Though the three booths appeared to cover different products and use cases, they all converged on one objective: accelerating the development of embodied infrastructure. From Demonstration to Real Work: Humanoid Robots in Real-World Applications At booth Z1B-407 in Haike Hall, Zhangjiang Science Hall, SEER Robotics set up an embodied service zone where an interactive humanoid robot beverage delivery experience drew steady crowds. Some visitors repeatedly tested the robot&#x27;s ability to grasp different drinks, others observed its manipulation motions at close range, and many engaged in detailed discussions with on-site engineers about embodied intelligence applications. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msiqbj5ixbwcsbi94k.png" width="850px" style="width:850px"/></div> Rather than presenting pre-programmed motion routines, this interactive experience closely mirrored an actual service environment, offering a tangible demonstration of the humanoid robot&#x27;s capacity to autonomously understand, plan, and execute tasks. Throughout the interaction, the robot completed a full closed loop spanning task comprehension, visual recognition, motion planning, and execution feedback. Underpinning this performance is SEER Robotics&#x27; continuously maturing embodied intelligence capability stack. Leveraging a Vision-Language-Action (VLA) model, the humanoid robot fuses visual perception, language understanding, and motion control, enabling it to autonomously interpret user instructions and execute tasks in continuous sequences. Combined with hand-eye-foot coordination and impedance control technologies, the robot maintains stable manipulation while in motion and delivers more natural, safer human-robot interaction. Additionally, SEER Robotics&#x27; humanoid robots possess strong generalization capabilities. When presented with new SKUs or previously unseen task scenarios, only a minimal number of training samples are required, substantially reducing deployment and secondary development costs. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msiqcfb662ht26y2y2i.jpg" width="850px" style="width:850px"/></div> All of these capabilities rest on the continuous accumulation of real-world data. Drawing on an installed base of over 50,000 robot controllers and more than 500,000 cumulative hours of multi-form real-robot data, SEER Robotics has built a data closed loop encompassing data collection, model training, deployment validation, and continuous optimization. As the installed base expands, real-world data will continue to fuel a virtuous cycle, providing sustained momentum for the iterative advancement of embodied intelligence models. Expanded Embodied AI Product Portfolio Targets Industrial Deployment While the humanoid robots attracted considerable attention from exhibition visitors, many partners and industry customers directed their focus toward how robots can genuinely enter production environments. Ongoing conversations at the booth addressed humanoid robot development, deployment, control architectures, and open interfaces. The wheeled humanoid robot chassis on display is more than a mobile base—it serves as a foundational platform that SEER Robotics has engineered specifically for embodied intelligence. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/msiqdx5gytx9wksr6yc.png" width="850px" style="width:850px"/></div> As a purpose-built base platform for humanoid robots, the chassis features a modular design compatible with various upper-body configurations, offering developers a more open framework for humanoid robot development. Equipped with SEER Robotics&#x27; proprietary SRC-4000 robot controller and compatible with the M4 intelligent robot management system, the chassis delivers integrated control, fleet scheduling, and coordinated operation, providing reliable support for large-scale humanoid robot deployment. If the humanoid robot chassis addresses the need for stable robot operation, the AI delivery robot P300 answers the further question of how AI can accelerate time-to-deployment. At the show, the P300 drew significant interest from industry attendees. Unlike conventional automation equipment that entails lengthy deployment cycles and complex implementation, the P300 is designed to be deployed out of the box and operational for delivery immediately. Basic configuration can be completed in as little as 10 minutes before delivery tasks commence—no facility modifications or on-premise server deployment required—enabling enterprises to validate automation at a lower barrier and within a shorter timeframe. Beyond being an AI delivery robot, the P300 reflects SEER Robotics&#x27; sustained efforts to drive the standardization, productization, and scalable adoption of robotic capabilities, allowing AI to empower robots in real industrial settings more rapidly. WAIC 2026: Products on Display, Embodied Infrastructure Under Construction Over the four-day exhibition, SEER Robotics presented not merely a portfolio of embodied intelligence products, but a concentrated demonstration of its progress in building embodied infrastructure. Throughout the event, SEER Robotics engaged in continuous dialogue with industry partners on the trajectory of embodied intelligence, real-world data accumulation, large-scale robot deployment, and open ecosystem development. These exchanges reinforced a clear conviction: the future competitive landscape in robotics will not be defined by models alone, but by the embodied infrastructure that enables models to run, learn, and evolve continuously. As AI increasingly permeates the physical world, industry competition is extending from model capabilities toward foundational infrastructure. Robots require not only continuous learning but also stable control, open platforms, real-world data, and a robust industrial ecosystem. Historically, SEER Robotics established unified robot control through its robot controllers; subsequently, it connected robots, developers, and the industrial ecosystem via an open platform; today, it is further developing the underlying capabilities for real-world intelligent systems, advancing the construction of embodied infrastructure. For SEER Robotics, embodied infrastructure is not a single product but an integrated system of foundational capabilities that enables continuous learning, coordinated operation, and large-scale deployment of robots. Looking ahead, SEER Robotics will continue to collaborate with global ecosystem partners to advance the infrastructure required for real-world intelligent systems, enabling more robots to share a unified controller, an open platform, and a continuously evolving capability foundation—accelerating the adoption of embodied intelligence across an ever-wider range of industrial applications.

SEER Robotics at WAIC 2026: Building Embodied Infrastructure for Real-World Intelligent Systems

July 18, 2026 — During the 2026 World Artificial Intelligence Conference (WAIC), Yue Zhao, Founder of SEER Robotics, was invited to deliver a keynote speech at the Xuhui West Bund Convention &amp; Exhibition Center. In his presentation, Zhao systematically shared the company&#x27;s development journey—from robot controllers to an open platform, and ultimately to embodied AI infrastructure—while outlining SEER Robotics&#x27; long-term vision and perspectives on the industry&#x27;s future. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mrsyk401gvucej66stc.png" width="850px" style="width:850px"/></div> During the keynote, Zhao reviewed SEER Robotics&#x27; journey of building core foundational capabilities centered on the &quot;robot brain.&quot; In its early stages, SEER Robotics focused on developing core robot control systems and gradually established a comprehensive robot brain platform integrating motion control, navigation, scheduling, perception fusion, and application adaptation. These capabilities have significantly lowered the barriers to developing and deploying intelligent robots. As robot form factors continue to diversify and real-world application demands expand, SEER Robotics further evolved its strategy by building an open platform that connects robot products, components, algorithm capabilities, and ecosystem partners. This platform approach enables the industry to move beyond standalone robotic products toward a more collaborative and scalable ecosystem. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mrsyl4rhdygsnhxegeu.png" width="850px" style="width:850px"/></div> Looking ahead to the industrialization of embodied AI, Zhao emphasized that bringing embodied AI robots into real-world environments requires far more than breakthroughs in individual foundation models or hardware technologies. Instead, sustainable commercialization depends on the coordinated development of foundational control systems, real-world operational data, open platforms, and a thriving industrial ecosystem. Leveraging its long-standing expertise in embodied AI robot control systems and extensive deployment experience across real-world industrial scenarios, SEER Robotics is also actively exploring cutting-edge technologies, including world models. From robot controllers to an open platform, and now to embodied AI infrastructure, SEER Robotics has consistently pursued the same long-term mission: All Robots. One Platform. Fully in Your Control. Real-world robot data serves as a critical foundation for the continuous evolution of the robot brain, while also providing valuable feedback from live operational environments for the training and validation of world models. As embodied AI enters its next stage of development, SEER Robotics will continue to position itself as a platform company for embodied AI robots. Together with ecosystem partners, the company will advance the continuous evolution of robot brains, real-world robotic data, and world models, accelerating the transition of embodied AI from technology demonstrations to practical business applications across a wide range of industrial scenarios.

SEER Robotics Founder Yue Zhao Invited to Speak at WAIC 2026

On July 17, the 2026 World Artificial Intelligence Conference and High-Level Meeting on Global AI Governance (WAIC 2026) officially opened in Shanghai. As one of the world&#x27;s most influential AI events, this year&#x27;s conference is themed &quot;Intelligent Companions, Shared Future.&quot; The exhibition has expanded to over 100,000 square meters for the first time, bringing together more than 1,100 exhibitors and showcasing over 3,000 AI innovations, highlighting cutting-edge applications that are accelerating AI adoption across industries. At this globally anticipated event, SEER Robotics unveiled its X1 PRO Humanoid Robot and C1-D Embodied Intelligence Universal Humanoid Chassis across two exhibition venues—the Shanghai World Expo Exhibition &amp; Convention Center and the Zhangjiang Science Hall. The exhibits demonstrate SEER Robotics&#x27; capabilities in embodied intelligence, spanning robot intelligence, hardware platform development, and real-world application deployment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mrsx4ubxh9v8ptxi0t9.jpg" width="850px" style="width:850px"/></div> Embodied Intelligence Brain Powers End-to-End Robot Control As SEER Robotics&#x27; flagship embodied intelligence humanoid robot, X1 PRO is equipped with the world&#x27;s first integrated embodied intelligence brain. The system was honored with the 2026 IEEE Robotics and Automation Product Innovation Award, recognizing SEER Robotics&#x27; technological expertise in foundational control systems for embodied intelligent robots. During the live demonstration, X1 PRO interacted with visitors by transporting storage bins and distributing bottled beverages, showcasing a complete operational workflow—from perception and decision-making to task execution. The demonstration highlighted its adaptability and application potential across industrial and commercial environments. Watch the live demonstration of the X1 PRO Humanoid Robot.<h2> C1-D Universal Humanoid Chassis Also on Display</h2> The C1-D Embodied Intelligence Universal Humanoid Chassis is also being showcased at the Shanghai World Expo Exhibition &amp; Convention Center during WAIC 2026. Designed as a universal lower-body platform for humanoid robots, C1-D supports a wide range of upper-body configurations and enables the development of diverse humanoid robot products. It provides a robust foundational platform to accelerate the deployment of humanoid robots in real-world applications. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mrsx6nz29vpph1sm51p.jpg" width="850px" style="width:850px"/></div> Visit SEER Robotics at WAIC 2026 WAIC 2026 runs through July 20. Visitors are welcome to stop by the SEER Robotics exhibition booths to experience the X1 PRO, C1-D, and the company&#x27;s latest embodied intelligence robotics technologies firsthand. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mrsx4kh949f33fu1dwt.png" width="850px" style="width:850px"/></div>

Humanoid Robots Showcase Across Two Venues | SEER Robotics Debuts at WAIC 2026, Igniting Opening Day

On July 16, the 2026 Asia-Pacific International Embodied AI Industry Chain Expo officially opened at the Qingdao International Convention and Exhibition Center (Hongdao Venue). This year&#x27;s exhibition focuses on humanoid robotics and embodied AI, bringing together the full industrial ecosystem, including complete robots, core components, robot brains, R&amp;D and manufacturing technologies, and industry applications. The event aims to accelerate technological breakthroughs, industrial collaboration, and real-world deployment of embodied AI. As a global leading embodied AI robotics platform company, SEER Robotics showcased a range of embodied AI robots and core controllers at Booth D2, Hall A4, demonstrating its comprehensive one-stop capabilities for the development, acquisition, and deployment of intelligent robots. This exhibition also marks the largest-ever showcase of SEER Robotics&#x27; embodied AI product portfolio, as well as the company&#x27;s first appearance with a complete and systematic embodied AI lineup. Through live demonstrations of multiple robots, SEER Robotics highlights its latest achievements in embodied AI product commercialization and real-world deployment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mroph8pc1gf2u4pnn19.png" width="850px" style="width:850px"/></div> <hr/><h2> Embodied AI Robot Portfolio on Display with Live Demonstrations</h2> At this exhibition, SEER Robotics presents its flagship products—P300, P1500, D1 PRO, and SRC 2500—covering intelligent material handling, AI-powered delivery, quadruped robotics, and robot control systems. These solutions address a wide range of industrial and commercial scenarios, including factories, industrial parks, and other complex operating environments.<h3> ✅ P1500 AI Delivery Forklift Makes Its First Live Demonstration at an Exhibition</h3>Visitors can assign tasks to the P1500 directly by tapping the on-site display screen or using their mobile phones.The P1500 continuously performs a complete material handling workflow throughout the exhibition, including pallet pickup and lifting, autonomous navigation, 90-degree turning, reverse travel, and pallet unloading. The live demonstration vividly showcases its operational stability, positioning accuracy, and flexible handling capabilities under heavy-load conditions.<h3> ✅ P300 AI Delivery Robot Demonstrates Free Navigation in Open Spaces</h3>Compact and highly agile, the P300 requires a minimum passage width of just 580 mm, enabling smooth operation in narrow corridors. Multiple robots can autonomously perceive each other&#x27;s positions and collaborate efficiently.Powered by autonomous navigation, the P300 moves freely throughout the exhibition hall, demonstrating its adaptability to open campuses and dynamic indoor environments with heavy pedestrian traffic, while highlighting the flexibility of lightweight mobile robots.<h3> ✅ D1 PRO Quadruped Robot Interactive Demonstration</h3>The D1 PRO performs a series of dynamic movements through remote operation, delivering an immersive embodied AI interaction experience while demonstrating the quadruped robot&#x27;s ability to adapt to unstructured terrain. <hr/><h2> SRC 2500: The &quot;Robot Brain&quot; Powering Embodied AI</h2> The foundation of stable robot operation lies in its control system—the robot&#x27;s brain. Also on display is the SRC 2500 core controller, a flagship product representing SEER Robotics&#x27; years of technological expertise in robot control systems. Designed to support multiple forms of embodied AI robots, the SRC 2500 provides a unified underlying control architecture that enhances operational stability while enabling more efficient coordination and adaptation in complex, flexible application scenarios. <hr/><h2> Industry Presentation Explores the Path to Commercializing Embodied AI</h2> During the exhibition, SEER Robotics also delivered a keynote presentation titled &quot;Empowering the Entire Industry Chain Through an Open Platform — All Robots. One Platform. Fully in Your Control.&quot; The session brought together industry partners to discuss the latest progress in embodied AI commercialization and real-world deployment, while exploring how open platform technologies can accelerate innovation across the embodied AI ecosystem.

SEER Robotics’ Embodied AI Robot Portfolio Debuts at the 2026 Asia-Pacific International Embodied AI Industry Chain Expo in Qingdao

On July 2, the Shanghai Science and Technology Awards Ceremony was held. Zhao Yue, Founder and CEO of SEER Robotics, was honored with the “Outstanding Contribution Award for Young Scientists” of the 2025 Shanghai Science and Technology Award. As one of the most prestigious honors recognizing young scientific and technological talent in Shanghai, the Outstanding Contribution Award for Young Scientists recognizes leading figures who have made remarkable contributions to scientific research and the commercialization of technological achievements. As one of only 10 recipients of this year’s award, this honor represents not only high recognition of Zhao Yue’s long-term commitment to technological innovation and industrial advancement, but also strong affirmation of SEER Robotics’ efforts to drive industrial innovation through technology and lead the embodied intelligence sector. For many years, Zhao Yue has focused on the most critical and challenging area of robotics—the robotic brain, or control systems. Committed to an independent R&amp;D approach, he has led the team in developing the world’s first integrated embodied intelligence controller, as well as the world’s first fully self-developed Chinese intelligent robot controller to receive SGS TÜV SAAR functional safety certification, continuously breaking through technological bottlenecks in core robotics technologies.<h2> Advancing Embodied Intelligence Through Real-World Robot Data</h2> Today, embodied intelligence is on the verge of explosive growth. In the AI era where data is the key driver, embodied intelligence models also follow the Scaling Law: the players that can accumulate sufficient high-quality real-world data first will be the ones best positioned to unlock the benefits of large-scale model development. Driven by this forward-looking industry vision, SEER Robotics has transformed its long-established industry advantages into a critical data foundation for leading the era of embodied intelligence. By leveraging real-world scenarios and massive volumes of robot operation data, SEER Robotics is building the foundational resources required for the development of embodied intelligence. Over the years, more than 2,100 customers served by SEER Robotics have become a vital foundation for building its real-world data ecosystem. Tens of thousands of robots powered by SEER Robotics’ robotic brains—including humanoid robots, quadruped robots, embodied intelligent forklifts, and composite robots—have been widely deployed across more than 1,000 factories in over 20 industries, including 3C electronics, automotive, and semiconductors, with cumulative stable operation exceeding 60 million hours. These cross-embodiment, cross-scenario, and cross-industry datasets generated from real industrial environments provide valuable resources for continuously enhancing robot capabilities. They also represent a key industrial advantage that differentiates SEER Robotics from other embodied intelligence companies and traditional robotics enterprises. By leveraging data-driven model evolution, SEER Robotics enables continuous improvement of robot capabilities. Centered around the accumulation of real-world scenario data, SEER Robotics continues to build a data flywheel consisting of “deployment → data feedback → closed-loop training → model iteration → expanded deployment.” By deeply integrating edge-side end-to-end models (E2E) and vision-language-action models (VLA) with massive robot operation data, SEER Robotics is enabling robots to move beyond the limitations of traditional rule-based control and further enhance their ability to execute complex tasks. From breakthroughs in core robotic brain technologies to the accumulation of high-quality real-world data, Zhao Yue and SEER Robotics are building essential capabilities for the era of embodied intelligence.<h2> </h2><div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mris5ew901fpqm9mttxl.jpg" width="850px" style="width:850px"/></div> Driving Continuous Industrial Value Through Technological Innovation For Zhao Yue and SEER Robotics, this recognition represents not only an honor, but also a responsibility for the future. Technological innovation has no finish line, and the advancement of the robotics industry requires long-term commitment and continuous effort. From breakthroughs in robotic brain technologies, to the ongoing accumulation of real-world data, and the development of embodied intelligence infrastructure, Zhao Yue represents not only the innovation journey of a young scientist, but also a long-term commitment to: Driving industrial innovation through core technological breakthroughs,advancing intelligent evolution through real-world data,and accelerating industry development through open ecosystems. Looking ahead, SEER Robotics will continue to uphold long-term commitment, technological innovation, and open collaboration, contributing to the high-quality development of the robotics industry and enabling technological innovation to continuously create irreplaceable industrial value.

SEER Robotics Founder Zhao Yue Receives the “Outstanding Contribution Award for Young Scientists” of the Shanghai Science and Technology Award

Fueled by our open robotics platform and global ecosystem, SEER Robotics delivered stellar overseas growth Jan–May 2026. • Global client count exceeds 100% YoY <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mr1oxj23h9ha715wuul.png" width="850px" style="width:850px"/></div> • New overseas order value surpasses 460% YoY <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mr1owirrsjg1xwy0iw.png" width="850px" style="width:850px"/></div> This landmark surge underscores global recognition of our robotic solutions and our globalization strategy. SEER Robotics will deepen our global footprint alongside partners to scale intelligent robotics across the globe.

Overseas Growth Hits a New High

June 24 marked a milestone for SEER Robotics (06106.HK), as the company officially debuted on the Main Board of the Hong Kong Stock Exchange, becoming the first publicly listed company in Hong Kong focused on the &quot;robot brain.&quot;On June 26, SEER Robotics hosted a celebration gala in Shanghai. During the event, Founder and CEO Zhao Yue shared, for the first time, his systematic outlook on the future of the robotics industry and unveiled the company&#x27;s strategic direction for the next three years. The event brought together representatives from government agencies, investment institutions, shareholders, and ecosystem partners. Distinguished guests included Li Hui, Deputy Mayor of Shanghai Pudong New Area; Sun Lei, Head of Investment Banking and Co-Head of the Investment Banking Executive Committee, Managing Director at CICC; and Dong Zhonglang, Managing Partner of Hidden Hill Capital, among others, who delivered keynote remarks. Together, these industry leaders witnessed SEER Robotics&#x27; landmark entry into the capital market and highly recognized the company&#x27;s ecosystem value as the first publicly listed &quot;robot brain&quot; company amid the global wave of hard-tech innovation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqykkmnp94ovpgjl34v.jpg" width="850px" style="width:850px"/></div> Standing at a new starting point in the capital market, both the industry and investors are asking: In the grand narrative of embodied intelligence, how will the physical world be redefined? What role will SEER Robotics play, and what will serve as its foundation? In his keynote, Zhao Yue did not present a conventional business roadmap. Instead, he outlined a clear long-term vision—from controllers, to today&#x27;s open platform, and ultimately to the embodied infrastructure of the future. Throughout this evolution, SEER Robotics is committed to building the foundational capabilities for intelligent systems in the real world. The following is adapted from Zhao Yue&#x27;s speech at the listing celebration gala.<h2> Every Leap from 0 to 1 Creates a New Industry Entry Point</h2> When people think of SEER Robotics, they often associate it with controllers, software, robots, ecosystem development, and more recently, embodied AI models and data infrastructure. These are not isolated businesses or disconnected initiatives, but milestones along one consistent strategic trajectory.<blockquote>&quot;We are not building an ever-growing portfolio of unrelated products. We are continuously establishing new foundational capabilities for the robotics era. Every leap from 0 to 1 creates a new industry entry point, while every expansion from 1 to N lays the groundwork for the next, higher-dimensional breakthrough from 0 to 1.&quot; — Zhao Yue</blockquote> 1. Controllers: Giving Robots a Common Language While much of the industry focused on improving robot hardware performance, SEER Robotics chose to begin at the very foundation by pioneering the robot controller. Through continuous industry adoption and ecosystem collaboration, an increasing number of robots now operate on a unified architecture, accelerating large-scale deployment. According to China Insights Consultancy, SEER Robotics ranked No. 1 globally in intelligent robot controller shipments for three consecutive years from 2023 to 2025, with its global market share increasing to 25%. Based on robot controller shipments in 2025, SEER Robotics ranked first globally and in China, capturing 24.8% and 45.2% market share, respectively. At the controller stage, SEER Robotics accomplished far more than developing a single product. It established a unified foundational capability and technical language for robots, creating the industry&#x27;s first standardized entry point.<h3> 2. Open Platform: Connecting the Real World</h3> Following the large-scale adoption of its controllers, SEER Robotics advanced to the next milestone by building an open platform. Through its Nebula Platform, scheduling system, and unified architecture, an increasing variety of robot types, industrial applications, and real-world scenarios have been connected within a single intelligent system. As a result, robots can now be built with modular simplicity, while development, deployment, and collaboration efficiency continue to improve at scale. Today, robots powered by the SEER Robotics Brain have been deployed in more than 1,000 factories worldwide, serving over 2,100 customers across more than 20 industries. At the open platform stage, SEER Robotics accumulated far more than robot deployments—it enabled the real world itself to be connected through a unified intelligent system.<h2> The Robotics Industry Is Entering the Era Where Data Determines Success</h2> In the past, the robotics industry sought to answer one question: How can robots complete a task? In the future, the defining question will become: How can robots continuously learn new tasks? This represents not only a leap in capability, but also a fundamental shift in industry competition. Previously, robots relied on predefined rules, with competition centered on individual machine performance. Going forward, robots will rely on learning, with success determined by their ability to continuously evolve. The foundation of that evolution is not the model alone, but a continuous stream of high-quality real-world data.<blockquote>&quot;The greatest barrier to embodied intelligence is not simply the model itself, but the ability to continuously acquire high-quality real-world data.&quot; — Zhao Yue</blockquote> <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqyknxqvzze2cjsqjb.jpg" width="850px" style="width:850px"/></div><h3> 1. Diversity Determines How Broadly Models Understand the World</h3> The data that truly enables embodied AI to evolve continuously cannot come from a single robot, a single task, or a single scenario. Instead, it is generated through the ongoing operation of diverse robot forms across industries and environments. SEER Robotics has delivered tens of thousands of robots across multiple categories, including humanoid robots, quadruped robots, embodied forklifts, composite robots, and cleaning robots, serving more than 20 industries.The greater the diversity of robot forms and application scenarios, the broader a model&#x27;s understanding of the real world becomes.<h3> 2. Consistency Determines Whether Data Can Become Intelligence</h3> More data does not necessarily create more value. If data generated by different robots and sensors cannot be expressed through a unified standard, it cannot support continuous training, iterative improvement, or accumulation into model capabilities. Through its unified control system, SEER Robotics has standardized data across different robot types and application scenarios, enabling all robots to generate value through a common data language. What truly drives intelligent evolution is not massive volumes of data, but continuously connected data.<h3> 3. Sustainability Determines Whether Models Can Continue to Grow</h3> Laboratories can collect data, and one-time projects can accumulate datasets. However, the data required to continuously improve AI models must be collected sustainably, at scale, and with long-term cost efficiency. SEER Robotics derives its data from robots operating continuously across more than 1,000 factories worldwide. Every transportation task, scheduling decision, and collaborative operation generates new data assets within real production environments. The broader the deployment, the more continuous the data feedback—and the faster the models evolve.<h3> 4. Authenticity Determines How Far Models Can Ultimately Go</h3> Robots must learn not only from successful task execution, but also from exceptions, corrections, collaboration, and feedback encountered in the real world. These valuable training samples cannot be fully reproduced through simulation. SEER Robotics remains committed to a real-world data strategy, enabling robots to learn continuously in real factories, real logistics operations, and real manufacturing environments, where models are constantly refined through authentic feedback and experience. The real world is the ultimate training ground for the robot brain. Building the Embodied Infrastructure of the Real World For SEER Robotics, going public does not mark the end of one chapter—it marks the beginning of assuming greater responsibility.<blockquote>&quot;SEER Robotics is not simply aiming to participate in the robotics industry. We are building the next generation of intelligent systems for the physical world. Together with our global ecosystem partners, we will build the embodied infrastructure of the real world through an open and collaborative approach.&quot; — Zhao Yue</blockquote> <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqykpufd58j7jlfgtc5.jpg" width="850px" style="width:850px"/></div> Looking ahead, what matters most will not be the intelligence of a single robot, but whether an entire network of robots can continuously learn and evolve together. This vision is powered by a self-reinforcing data flywheel: Robot Deployment → Data Feedback → Closed-Loop Training → Model Iteration → Expanded Deployment Built around this flywheel, SEER Robotics will focus on three strategic priorities over the next three years, accelerating the transition from technological innovation to large-scale industrial adoption.<h3> 1. Enabling Robots to Understand the Real World</h3> In the future, robots will not only move—they will understand the real world. They will comprehend environments, tasks, and collaboration while continuously improving their ability to generalize across diverse scenarios. SEER Robotics will continue advancing core capabilities, including its AGI Robot Brain and World Model, enabling robots not only to execute tasks, but also to develop cross-scenario generalization and continuously learn and evolve in real-world environments.<h3> 2. Enabling Robots to Share the Real World</h3> As more robots connect to the same infrastructure, the knowledge accumulated across diverse scenarios will continuously flow back into the network, empowering every robot to learn from the collective experience of the entire fleet and evolve together.<h3> 3. Bringing Embodied Infrastructure to the Real World</h3> From industrial manufacturing and logistics to commercial spaces and future embodied AI applications, an increasing number of physical devices, environments, and operational workflows will connect to the SEER Robotics network, giving the physical world an intelligent foundation that can continuously connect, learn, and evolve—just as the internet transformed the digital world. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqykr1jl9e270kwsg9n.jpg" width="850px" style="width:850px"/></div> SEER Robotics&#x27; public listing marks the beginning of a new Long March. What is truly worth anticipating is not simply the next technological breakthrough, but the emergence of an embodied infrastructure that enables the real world to continuously learn and evolve. SEER Robotics will continue laying the foundation for that future.

SEER Robotics Founder & CEO Zhao Yue: Unlocking the Era of Embodied Infrastructure Through a Real-World Data Flywheel

<div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqrlrvf9h0kowipkoj5.png" width="850px" style="width:850px"/></div> HONG KONG, June 24, 2026 — SEER Robotics (Stock Code: <a href="https://06106.hk/" data-lark-is-custom="true">06106.HK</a>), an industry-leading embodied intelligence robotics platform built around its proprietary “Robot Brain,” officially commenced trading on the Main Board of the Hong Kong Stock Exchange (HKEX) today. This landmark listing makes SEER Robotics the first-ever “Robot Brain” stock on the Hong Kong Stock Exchange. The global offering comprised 10,497,300 shares (prior to the exercise of the greenshoe option). Following the clawback mechanism, the public offering allocation was adjusted to 2,099,500 shares, with the international offering comprising 8,397,800 shares. The offer price was set at HKD 101.6 per share. The IPO raised HKD 1.067 billion pre-greenshoe, reaching HKD 1.226 billion upon full exercise of the greenshoe option, implying an initial market capitalization of HKD 11.227 billion. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqrlsm8mimdq0ngcs2j.gif" width="850px" style="width:850px"/></div> In his keynote address, Zhao Yue, Founder and CEO of SEER Robotics, stated: “Standing at this new milestone, we remain steadfast in our belief that by relentlessly deepening our ‘Robot Brain’ technology, we can systematically lower the barriers across the entire robotics lifecycle—from development, manufacturing, and acquisition to deployment and usage. This will fully unleash the productivity and creativity of the industrial chain, accelerate the inclusive adoption of intelligent robots, and truly realize our vision: All Robots. One Platform. Fully in Your Control.” <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqrlt2frti26e08i5tm.jpg" width="850px" style="width:850px"/></div> As a rare, commercially viable embodied intelligence play in the Hong Kong market, SEER Robotics attracted intense institutional demand during the offering period. Eight cornerstone investors subscribed for an aggregate of HKD 462 million, representing 43.34% of the offering. Hillhouse led the cornerstone tranche with a commitment of HKD 118 million, followed by other notable institutional investors including Yuanbao, 3W, GF Fund Management, Ruihua Investment, Zhonghe Capital, Yishao, and ACCF Capital. Three Consecutive Years as the Global Leader in Smart Robot Controller Sales This robust market competitiveness continues to fuel SEER Robotics’ financial trajectory. According to China Insights Consultancy (CIC), SEER Robotics ranked No. 1 globally in smart robot controller sales for three consecutive years from 2023 to 2025, pushing its global market share up to 25%. Concurrently, its global ranking in industrial intelligent robotics shipments climbed from third in 2024 to second in 2025, capturing expanded market share and consolidating its industry leadership. In 2025, SEER Robotics delivered stellar year-on-year revenue growth of over 30%. Its core business segment, the “Robot Brain” (controllers), maintained a commanding gross margin exceeding 80%, driving the company&#x27;s consolidated gross margin to 47.4%. Backed by a highly resilient profitability framework, SEER Robotics stands out as one of the rare embodied intelligence enterprises that seamlessly bridges cutting-edge technology with scalable commercial viability. Data Flywheel Generates an Unreplicable Competitive Moat In an era where embodied intelligence concepts are proliferating, SEER Robotics defines the true “Robot Brain” through large-scale, real-world deployment. Rather than relying on a single isolated model, the company delivers a comprehensive embodied intelligence system capability powered by closed-loop data, authentic industrial scenarios, and multimodal models. Over the past several years, SEER Robotics has pioneered a real-robot data strategy. Through massive robotic deployments in real-world industrial environments, the company has accumulated an unparalleled asset of cross-scenario, multi-task, and multi-embodiment datasets. To date, robots powered by the SEER Robotics brain have been deployed in over 1,000 factories across more than 20 industries. This large-scale commercialization has forged exceptional customer stickiness, a substantial base of reference clients, and high repurchase rates. Capitalizing on this, SEER Robotics has successfully operationalized a self-reinforcing data flywheel: “deployment → data feedback → closed-loop training → model iteration → expanded deployment.” As the industry converges on the consensus that embodied models adhere to scaling laws, the continuous influx of high-quality, real-world production data is driving an exponential evolution of SEER Robotics’ model capabilities. This multi-dimensional data asset, distilled directly from complex industrial frontlines, establishes a formidable, scale-backed data moat that late entrants will find nearly impossible to replicate. Championing Open-Ecosystem Long-Termism: Making Intelligent Robots Accessible to All Since its inception, SEER Robotics has been anchored by its core mission: “Drive a more open, diverse era of intelligence, making AI robots accessible to all.” The company pioneered the world’s first commercially scaled open platform for intelligent robots. By delivering standardized, modular, and open foundational capabilities, SEER Robotics removes technical barriers, empowering the entire industry to co-evolve. Embarking on its journey as a publicly traded company, SEER Robotics remains committed to technological innovation and long-term value creation. The company plans to further expand its penetration across general industrial sectors while collaborating with global partners to foster a thriving, open robotics ecosystem.

The First “Robot Brain” IPO Is Born! SEER Robotics Officially Lists on the Hong Kong Stock Exchange

On June 4, 2026, Vienna, Austria — At the site of ICRA 2026 (IEEE International Conference on Robotics and Automation), one of the world’s most prestigious academic conferences in robotics, the IEEE Robotics and Automation Society (IEEE RAS) held its annual awards ceremony. SEER Robotics was officially awarded the “IEEE Robotics and Automation Product Innovation Award.” At the ICRA 2026 Awards Ceremony, which brought together tens of thousands of leading robotics researchers and industry leaders from dozens of countries and regions worldwide, SEER Robotics received this international honor under the collective witness of the global robotics community. This marks the first time a Chinese robotics company has received this award, achieving a historic breakthrough for China.More importantly, behind this recognition lies growing international acknowledgment of China’s embodied intelligence industry in foundational control technologies, product standardization systems, and global commercialization capabilities. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mqar00sligsb19y1kwe.jpg" width="850px" style="width:850px"/></div>SEER Robotics receives IEEE award The award ceremony was held in Vienna on June 4. The award is known for its highly rigorous evaluation process. Previous recipients include globally recognized robotics companies such as iRobot, ANYbotics, and Apptronik. SEER Robotics stated: “This award is a strong recognition of SEER Robotics’ long-term commitment to independent R&amp;D, product standardization, and an open ecosystem. Looking ahead, SEER Robotics will continue to focus on core low-level control technologies, deepen innovation in both software and hardware, and uphold the mission of ‘SEER Robotics, All Robots. One Platform. Fully in Your Control,’ delivering more efficient and accessible infrastructure for global industrial automation.” June 4, 2026 marks the moment when a Chinese company’s technological name was officially inscribed into the history of this world-class honor. With years of accumulated expertise in low-level control systems, software platforms, and global deployment experience, SEER Robotics has demonstrated to the world that: Chinese robotics companies are not only capable of building end-use applications, but can also leverage their strengths as platform-based embodied intelligence companies to establish the foundational infrastructure that enables large-scale industrial deployment of embodied intelligence.

News Release | SEER Robotics Wins the 2026 IEEE Robotics and Automation Product Innovation Award, Achieving a Historic First for China

In addition to space utilization challenges in high-density warehousing, overseas factories also face practical difficulties during automation deployment, including non-standard load compatibility and elevated safety risks in human–robot mixed operations. Only by achieving both flexible adaptability and operational safety can robots fully realize their value in industrial automation. To address these challenges, SEER Robotics has developed a comprehensive solution covering complex load handling and safe operation scenarios, enabling robots to operate in factory environments with greater flexibility, reliability, and safety. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhg69yswwhmp6c9b1m.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1wrxp7t" data-start="753" data-end="824"> 01 | Non-Standard Compatibility: AI-Driven Adaptive Load Recognition</h2> In ideal conditions, loads are standardized and uniform. However, in real-world factories and logistics centers, incoming supply chain loads are often highly irregular—worn edges, partial damage, non-standard dimensions, or even arbitrarily placed in cluttered environments. In practice, enterprises cannot realistically upgrade or standardize all upstream logistics assets solely for automation adoption. In the past, robots lacking flexible perception capabilities often struggled with damaged or irregular loads, leading to misidentification, failed insertion, or unstable load center-of-gravity during handling. Today, customers no longer need to pay for environmental standardization. SEER Robotics empowers robots with AI-driven adaptive perception and gripping technologies, enabling them with both “eyes that understand the physical world” and a “decision-making brain.” By combining 3D vision sensors with deep learning-based neural networks, the system can instantly analyze load integrity, spatial geometry, and precise positioning upon perception. Even when loads are damaged, deformed, or misaligned, A I algorithms dynamically compute optimal fork insertion trajectories and adjust fork angles in real time, achieving robust adaptive handling. True intelligence does not reject non-standard environments—it adapts to them. <hr/><h2 data-section-id="1rsbabd" data-start="2172" data-end="2246"> 02 | Safe Coexistence: Comprehensive Protection in Dynamic Environments</h2> After addressing precision and load adaptability, the next critical challenge in overseas deployment is safety in human–robot collaboration environments. Industrial sites abroad place extremely high emphasis on dynamic safety. Moving personnel, randomly parked carts, and temporarily placed obstacles all introduce constant uncertainty into robot navigation paths. Safety is a non-negotiable baseline. SEER Robotics builds a multi-layer safety system powered by multi-sensor fusion and advanced algorithms within the M4 intelligent robot management system.<h3 data-section-id="1jilc6y" data-start="2808" data-end="2862"> From Flat Perception to 3D Spatial Awareness</h3> By introducing 3D vision sensors, the system eliminates blind spots for both overhead structures and low-lying obstacles. Full-space point cloud modeling enables complete environmental awareness, ensuring detection of everything from scattered floor-level trays to elevated rack structures.<h3 data-start="3155" data-end="3158"> Instant Safety Response Mechanism</h3> The robotic control system defines deceleration zones and emergency stop zones based on safety LiDAR. When pedestrians or other robots suddenly enter the path, decisions are made within milliseconds. Immediate hard-stop responses are triggered at close range, maximizing protection for personnel and minimizing inertial risk to goods.<h3 data-start="3540" data-end="3543"> System-Level Collision Avoidance and Traffic Control (M4)</h3> Based on SEER Robotics’ proprietary collision detection and Safe Swap traffic management algorithms, the system precisely handles extreme scenarios such as empty vs. loaded robots, oversized cargo, narrow corridor passage, rotational collision risks, and close-proximity queuing. It enables predictive planning to prevent conflicts before they occur.<h3 data-start="3965" data-end="3968"> Proprietary MAPF Algorithms Eliminating Deadlocks</h3> The M4 system integrates multiple dispatching, path planning, and traffic coordination algorithms. Its proprietary Multi-Agent Path Finding (MAPF) technology enables near-conflict-free path planning, fundamentally eliminating industry-wide deadlock issues. It supports large-scale fleet coordination, including over 100 robots in multi-zone mixed fleets and more than 300 robots in single-type deployments, ensuring both high efficiency and intrinsic operational safety.

How to Ensure Safety in Complex Industrial Environments with Non-Standard Loads and Human–Robot Collaboration

Today, the core determinant of whether a wheel-based humanoid robot can enter real-world scenarios remains its upper-body capabilities—such as large-model generalization, long-horizon task planning, complex motion control, visual-tactile perception, and dual-arm coordination. These challenges are already highly complex. For development teams, the most important role of the mobile base is therefore not to introduce additional technical burden, but to provide a highly stable, reliable, and ready-to-use standardized platform, allowing 100% of engineering effort to be focused on core algorithms and upper-body capabilities. However, in practice, many wheel-based humanoid robot projects encounter their first bottleneck during real-world validation: the base. To achieve sufficient stability, teams often choose oversized, heavy industrial mobile platforms. While larger bases do improve stability in the short term, they introduce a series of downstream constraints:<ul><li> Oversized platforms cannot enter dense standardized production aisles </li><li> Insufficient turning radius prevents agile maneuvering in narrow spaces </li><li> Structural and battery layout compromises upper-body design flexibility </li><li> Production environments must be modified at high cost, significantly extending deployment cycles </li></ul> As a result, before upper-body intelligence is fully realized, the base itself becomes a limiting factor—an undesirable state for humanoid robot development. Based on extensive experience in industrial robotics deployment, SEER Robotics has introduced C1-D, a dedicated base designed for embodied intelligence wheel-based humanoid robots. Rather than blindly increasing size to achieve stability, the key lies in balancing stability, mobility, and safety within a constrained footprint. C1-D maintains industrial-grade stability while reducing overall size by 15%, offering robotics teams a more flexible mobile foundation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhgefkkgng6lamdui9.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="f0fw88" data-start="2035" data-end="2116"> 01 | 15% Reduction in Size: Enabling Embodied Intelligence in Dense Workspaces</h2> For embodied intelligence robots, real value comes from deployment in factories, warehouses, logistics centers, and other real operational environments. A shared characteristic of these environments is limited space. Whether in production line aisles, storage zones, or tightly arranged workstation areas, real-world conditions are far more complex and constrained than laboratory environments. If the base is too large, even strong upper-body capability cannot be effectively utilized because the robot cannot physically enter the workspace. During the development of C1-D, SEER Robotics systematically optimized the structure of control, perception, actuation, and energy modules:<ul><li> Compact footprint of 650 × 650 mm: overall size reduced by 15%, enabling access to ultra-narrow aisles as tight as 800 mm in industries such as 3C electronics, semiconductors, and automotive manufacturing </li><li> Ultra-small turning radius of 820 mm: supports in-place rotation and agile directional adjustment </li><li> Industrial-grade payload capacity of 150 kg: maintains strong load-bearing capability despite significant size reduction </li></ul> When the base is no longer a spatial constraint, embodied intelligence robots can truly adapt to existing production environments, enabling seamless “no-infrastructure-modification” deployment. <hr/><h2 data-section-id="1won6if" data-start="3441" data-end="3525"> 02 | Heavy Load and Low Center of Gravity: Redefining Stability for Compact Bases</h2> In robot development, reducing size often raises concerns about stability. As wheelbase and track width decrease, the support area becomes smaller. At the same time, wheel-based humanoid robots typically have a higher center of gravity. During acceleration, deceleration, emergency braking, or large-amplitude arm movements, noticeable pitching (commonly referred to as “head-nodding”) or even tipping risks may occur. For robots equipped with robotic arms, dexterous hands, and high-value sensors, such instability not only reduces operational precision but also increases system risk.Instead of increasing size, SEER Robotics addresses this challenge through a system-level approach combining gravity-matrix optimization, dynamic control algorithms, and hardware design:<ul><li> Enhanced electromagnetic braking design: enables millisecond-level response during emergency stops or sudden conditions, delivering balanced and powerful braking force, with optional dual-brake configuration </li><li> Low center-of-gravity gravity matrix architecture: modular internal component layout lowers the overall center of gravity, providing a stable foundation for dual arms and primary control systems while ensuring safe payload distribution during high-load or wide-range operations </li></ul> Stability is no longer determined by size, but by system-level engineering design. <hr/><h2 data-section-id="8dtpi" data-start="4888" data-end="4901"> Conclusion</h2> Through a more compact form factor, stronger load performance, and improved motion stability, SEER Robotics C1-D provides embodied intelligence robotics developers with a new approach:no compromise on spatial adaptability, and no compromise on stability—even under high center-of-gravity conditions.

Why Wheel-Based Humanoid Robot Bases Are Shifting from “Big and Stable” to “Small and Powerful”

In recent years, embodied intelligence has continued to gain momentum. Foundation models are evolving, robotics systems are advancing, and concepts such as world models, spatial intelligence, and edge AI are rapidly gaining attention. In many discussions, a seemingly intuitive narrative gradually emerges: adding an AI layer to everything. As a result, “Embodied AI = AI + Everything” has become an easy and widely accepted assumption. However, the larger this statement becomes, the more caution it requires. From SEER Robotics’ perspective, embodied intelligence is not about relabeling every product with AI, nor about forcefully rebuilding every scenario with AI. Its true purpose is to enable AI to enter the physical world—where it can perceive, decide, act, and be accountable for outcomes in real environments. In other words, embodied intelligence is not a conceptual expansion—it is a capability grounded in real-world execution. <hr/><h2 data-section-id="uted1v" data-start="1284" data-end="1334"> 1. Embodied Intelligence Is Not Simple Addition</h2> At a superficial level, “AI + Everything” looks like a simple addition problem. First, add models; then add hardware; then expand into scenarios. This narrative is smooth, intuitive, and easy to spread. But robots in the real world do not work this way. To complete a task, a robot must not only recognize what is in front of it or understand a command. It must also decide what to do next, execute stable motion control, perceive changes during execution, and continuously adjust based on feedback. If any link in this chain breaks, the task fails. Therefore, the core of embodied intelligence is not “how much AI is added,” but whether a complete closed loop has been formed:perceive the environment, understand the task, execute actions, and respond to feedback. Only when these elements are fully connected does AI move beyond text-based responses and become physical action in the real world. This is why embodied intelligence is fundamentally a system capability rather than an interchangeable AI layer. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhfragwbp6xkv609j7.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="tp3mqi" data-start="2361" data-end="2401"> 2. Scenarios Define the Real Boundary</h2> The appeal of “AI + Everything” lies in the assumption that sufficiently powerful AI can adapt to all scenarios and solve all problems. But embodied intelligence is fundamentally different. The physical world is concrete and uncompromising. Different robot morphologies, sensor configurations, control architectures, and operating environments directly determine system capability. Industrial environments—high temperature, dust, narrow aisles, and dynamic human-machine interaction—are fundamentally different from clean, controlled lab conditions. Model capability is important, but it does not automatically eliminate these differences. In many cases, the real challenge is not “whether AI exists,” but whether the system can operate stably over time in real-world environments, adapt to complexity, and be effectively deployed at customer sites. From this perspective, the true boundary of embodied intelligence is not conceptual—it is scenario-driven. Those who better understand scenarios, control systems, deployment, and real-world data accumulation are closer to the true path of industrial embodied intelligence. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhfth2zylewpugfcl.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="15y0z8e" data-start="3539" data-end="3597"> 3. Why SEER Robotics Builds Embodied Intelligent Robots</h2> SEER Robotics does not build embodied intelligent robots to pursue an “AI omnipotence” narrative. The goal is to solve specific, real-world challenges in industrial and logistics environments where traditional mobile robots are no longer sufficient. In many scenarios, mobility alone is not enough. Robots must not only reach a destination, but also understand environmental changes, perform light manipulation, coordinate with equipment, goods, personnel, and systems, and make autonomous decisions in more dynamic tasks. This is where AI becomes essential. However, not everything needs to be reinvented. In highly structured and rule-defined environments, traditional solutions still hold strong value. SEER Robotics focuses on integrating AI capabilities with mature and reliable traditional systems to build complete operational workflows that deliver higher reliability and better cost efficiency. This is SEER Robotics’ definition of embodied intelligence:not making robots look more “general-purpose,” but making them perform tasks more effectively. Ultimately, robotics technology must serve people. Enabling robots to take over repetitive, physically demanding, or hazardous tasks is a core value of embodied intelligence in real-world deployment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhftnye9zkt4fu1l6l.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1ahvory" data-start="4874" data-end="4918"> 4. The True Focus Returns to Productivity</h2> Today’s embodied intelligence industry is not short of excitement. It is full of concepts, demonstrations, and futuristic imagination. But excitement is not the destination. At its core, industrialization of embodied intelligence is a return to value. What truly matters is not who has the largest concept, nor who builds the most impressive demos—but who can make technology accountable for real outcomes. Customers care about one thing: does it work? Is the robot running reliably? Has it reduced costs? Improved efficiency? Reduced labor burden? And can it continuously deliver value in real environments? These questions are more fundamental—and more difficult—than any conceptual narrative. Over the long term, the real dividing line in embodied intelligence will not appear during hype cycles, but after deployment into real-world scenarios. Those who can deploy robots into industrial, logistics, and manufacturing environments at scale—operating stably, replicating successfully, and continuously improving productivity—will be the ones who endure across cycles. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhfu7bbyyf8nhrtl2.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="xazacl" data-start="6005" data-end="6050"> 5. Our Answer Always Starts from the Field</h2> Over time, SEER Robotics has built comprehensive capabilities across robot control systems, multi-robot platforms, mobile robots, embodied intelligent robots, and software system platforms. It has delivered intelligent robotics solutions to over 20 industries and more than 2,100 companies globally, accumulating extensive real-world deployment experience in industrial and logistics environments, along with rare high-quality physical interaction data. The value of this accumulation is not simply “having done many projects.” It provides deep insight into real operational challenges:how tasks are decomposed, how systems are integrated, how robots operate, how exceptions are handled, how data is fed back, and what customers are truly willing to pay for. Therefore, SEER Robotics prioritizes real-world deployment, control systems, platform capabilities, high reliability, and scalability. The deployment of embodied intelligent robots must first answer very practical questions: Which scenario? Which task? What performance, capability, and cost requirements? There are no shortcuts. Embodied intelligence is ultimately a systems engineering discipline that depends on ecosystem support and platform integration. This remains a long-term focus for SEER Robotics. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhfukqvw9ags8gn9ec.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="hbm1mw" data-start="7335" data-end="7391"> 6. Is Embodied Intelligence Really “AI + Everything”?</h2> SEER Robotics’ answer is clear: No. Embodied intelligence is not a boundaryless universal technology, nor is it a simplistic overlay of AI across all industries. It is the process by which AI transitions from the digital world into the physical world—where perception, decision-making, action, and feedback operate in real environments. SEER Robotics builds embodied intelligent robots with a clear starting point: solving real problems that already exist and require resolution. Concepts will evolve, and hype will fade. What remains are companies that turn technology into outcomes and capabilities into productivity. This is why SEER Robotics is committed to its mission: “Make intelligent robots accessible to all.” For SEER Robotics, this mission is not a single-dimensional statement. It includes making robots easier to develop, integrate, and manufacture; as well as making them easier to deploy, adopt, and operate reliably in real-world tasks. Only by continuously lowering the barriers to manufacturing, deployment, and usage can embodied intelligence truly scale into widespread industrial adoption.

SEER Robotics Insights | The Biggest Pitfall in Embodied AI Is the “AI + Everything” Mindset

In its global expansion, SEER Robotics remains firmly committed to pragmatic implementation. Facing the most challenging and complex logistics pain points in industrial environments, the company is dedicated to delivering high-value, deployable automation solutions that can truly solve real-world problems for global customers. For North American and Australian markets, safety compliance and local labor protection requirements represent the primary threshold for introducing automation equipment. Non-compliant products not only expose enterprises to legal risks but also fail to integrate into local production environments. Therefore, for SEER Robotics, safety and compliance are not optional add-ons—they are a foundational requirement embedded in the system architecture. Core products under SEER Robotics have obtained both UL and CE certifications. This indicates that the equipment fully complies with the most stringent industry standards across the Americas, Europe, and Australia, covering control systems, electrical safety, and mechanical safety. With internationally recognized compliance credentials, SEER Robotics removes market-entry barriers for overseas partners, ensuring every deployment can be executed with confidence. <hr/><h2 data-section-id="19di6en" data-start="1380" data-end="1431"> 01 | Core Challenges in High-Density Warehousing</h2> Beyond compliance assurance, overseas advanced manufacturing and high-density warehousing scenarios present multiple layers of operational complexity. Rising land costs are driving warehouse systems toward higher, denser, and more compact configurations. Narrower aisles, taller racking systems, and denser storage layouts are becoming standard requirements for global customers. However, improved space utilization directly translates into stricter requirements for robotic mobility, operational precision, and control stability. To address these challenges, SEER Robotics delivers targeted and effective solutions for high-density warehousing environments. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhg177byf808d22d6c.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1kfwzyh" data-start="2100" data-end="2172"> 02 | Narrow Aisle Operation: Efficient Mobility in Constrained Spaces</h2> To maximize storage capacity, enterprises increasingly reduce aisle widths and increase rack density, enabling warehouses to store more goods within limited floor space. For robots, additional safety margins can ensure operational security but reduce overall space utilization. As aisles become narrower, available passage width decreases and tolerance for positioning errors becomes smaller. In multi-robot collaboration scenarios, insufficient positioning accuracy or suboptimal path planning can easily lead to collisions or traffic congestion, significantly impacting operational efficiency. SEER Robotics leverages LiDAR-based SLAM navigation and multi-sensor fusion positioning to enable precise mobility in constrained environments. At the path planning and traffic management level, the M4 intelligent robot management system utilizes multi-agent collaborative planning algorithms to support dynamic global coordination. It continuously detects moving obstacles in real time, automatically generates avoidance paths, and performs multi-robot path optimization and traffic control, effectively resolving congestion in mixed-fleet operations. As a result, even in long narrow aisles, multi-intersection zones, and highly dynamic environments, robots can continuously perceive surroundings, optimize trajectories in real time, and achieve smooth navigation and autonomous obstacle avoidance while maintaining safe operational distances. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhg1d7gycdpv577ie9.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="rm3trf" data-start="3626" data-end="3691"> 03 | High-Rack Operations: Stable Handling at Elevated Heights</h2> In addition to narrower aisles, warehouse systems are increasingly expanding vertically. Higher rack configurations significantly increase storage capacity but impose stricter requirements on automation systems. Unlike ground-level operations, even minor deviations in high-rack environments are amplified with height, making elevated operations far more demanding in terms of overall robotic performance. Small deviations in load positioning, fork misalignment, or slight instability during lifting can result in failed operations, cargo damage, or safety risks. Therefore, high-level operations require not only navigation capability, but full-system coordination across perception, control, positioning, and handling. SEER Robotics integrates end-effector visual recognition, precision motion control, and error compensation algorithms to enable end-to-end accurate execution—from cargo identification and path planning to fork insertion and lifting operations. Upon reaching the target position, the system performs real-time recognition of pallet and rack alignment and continuously conducts dynamic calibration during operation. This ensures stable fork engagement and precise load handling. Even in high-rack or heavy-load scenarios, the system maintains consistent and reliable performance. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mqhg1jon4q3zoajtdb.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="18f0sri" data-start="5003" data-end="5076"> 04 | Accurate Stacking: Precision Alignment for Multi-Layer Containers</h2> In industrial environments, multi-layer container stacking is one of the most efficient methods for increasing storage density. However, over time, containers may experience slight deformation, positional deviation, or localized wear due to repeated circulation and handling. For robots, these subtle inconsistencies can accumulate during continuous stacking operations. Once misalignment occurs, it can lead to stacking instability, inaccurate placement, or tilted configurations, ultimately affecting overall system reliability. SEER Robotics utilizes 3D vision perception, real-time localization, and precision motion control to accurately detect container position, orientation, and spatial relationships. During stacking operations, the system continuously monitors target states and dynamically adjusts motion trajectories, ensuring precise alignment and stable stacking even when containers are imperfectly positioned. <hr/><h2 data-section-id="8dtpi" data-start="6012" data-end="6025"> Conclusion</h2> From single-layer transportation to multi-layer stacking, what is being tested is not only robot performance, but also the ability to perceive fine-grained details and execute with precision and stability in real-world conditions.

Overcoming Warehouse Space Constraints: SEER Robotics’ Advanced Technologies Address Complex Overseas Industrial Conditions

In industrial manufacturing, complexity often means higher cost, greater fragility, and lower efficiency. Guided by the engineering philosophy that “the best part is no part,” SEER Robotics eliminates unnecessary mechanical complexity and fragmented assembly structures with the launch of the new AI Delivery Robot P300. Through deep integration between its physical structure and digital intelligence, P300 achieves a highly simplified internal and external architecture, delivering a consumer-grade intelligent delivery experience that is ready out of the box, stable, and reliable for industrial applications. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpp9iibozvxnkozzqp.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="ufpkjy" data-start="736" data-end="806"> Core Advantages: Ready Out of the Box, Delivery Starts Instantly</h2> Designed specifically for efficient industrial delivery, P300 offers six core advantages:<h3 data-section-id="1m6yoo7" data-start="899" data-end="946"> 1. Flexible Control Through a Single Screen</h3>An intuitive and user-friendly interface enables operators to quickly master daily operations with ease.<h3 data-section-id="glvdq2" data-start="1054" data-end="1089"> 2. Exclusive 3D SLAM Navigation</h3>Equipped with advanced 3D SLAM navigation technology, P300 accurately adapts to complex industrial environments.<h3 data-section-id="1jyqt48" data-start="1205" data-end="1240"> 3. 360-Degree Safety Protection</h3>Full panoramic sensing capability ensures comprehensive safety during human-robot collaboration.<h3 data-section-id="1idtz99" data-start="1340" data-end="1372"> 4. Deployment Within Minutes</h3>Rapid mapping and configuration dramatically reduce deployment preparation time.<h3 data-section-id="1tkt7i3" data-start="1456" data-end="1488"> 5. 24/7 Continuous Operation</h3>Designed for uninterrupted, high-intensity operation, maximizing manufacturing logistics efficiency.<h3 data-section-id="12du1f5" data-start="1592" data-end="1633"> 6. Multiple Top-Module Configurations</h3>Flexible upper-module configurations support different material types and carrier formats, meeting diverse delivery requirements. <hr/><h2 data-section-id="103hk4j" data-start="1771" data-end="1843"> Physical-Level Stability: 3,000-Ton Integrated Die-Casting Process</h2> To overcome the structural limitations of traditional industrial machinery, P300 adopts advanced automotive-grade manufacturing standards.<h3 data-section-id="d4bzvj" data-start="1985" data-end="2036"> 1. Revolutionary Integrated Die-Casting Chassis</h3>Using a 3,000-ton integrated die-casting process, P300 consolidates dozens of sheet-metal parts, welded brackets, and fragmented chassis structures into a single unified body.<h3 data-section-id="1p7fgh4" data-start="2215" data-end="2256"> 2. Simplified Mechanical Architecture</h3>Complex mechanical assembly processes are transformed into a highly stable structural mechanics framework.<h3 data-section-id="1uadm9y" data-start="2366" data-end="2416"> 3. Enhanced Durability and Reduced Maintenance</h3>The integrated structure minimizes cumulative mechanical errors caused by long-term operation, significantly reducing troubleshooting and maintenance costs while ensuring long-term chassis durability. <hr/><h2 data-section-id="1ne3cwk" data-start="2625" data-end="2689"> Integrated Intelligence: Main-Control-Level Unified Design</h2> P300 extends its minimalist engineering philosophy to its internal control architecture.<h3 data-section-id="4ejbiq" data-start="2781" data-end="2833"> 1. Highly Integrated High-Performance Controller</h3>Powered by SEER Robotics’ high-performance controller, P300 deeply integrates navigation modules, motion control, wide-voltage support, and 4G communication into a unified main-control architecture.<h3 data-section-id="9ku147" data-start="3035" data-end="3085"> 2. Reduced Wiring and Electrical Failure Risks</h3>The integrated design significantly reduces communication cabling and minimizes the electrical failure risks commonly associated with traditional multi-module architectures.<h3 data-section-id="zc9g70" data-start="3262" data-end="3292"> 3. Greater Memory Capacity</h3>Enhanced storage capability ensures stable operation in larger and more complex industrial environments.<h3 data-section-id="1hthcii" data-start="3400" data-end="3452"> 4. Cloud-Based Remote Deployment and Maintenance</h3>Built-in 4G connectivity enables flexible cloud-based remote deployment and maintenance, helping customers build more efficient, stable, and controllable intelligent industrial delivery operations. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpp9jan446i634u4feh.png" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="8dtpi" data-start="3658" data-end="3671"> Conclusion</h2>From its precision die-cast exterior structure to its deeply integrated intelligent control system, every integrated design choice in P300 serves one goal: simplifying industrial delivery. Ready out of the box. Delivery starts instantly. The SEER Robotics P300 is redefining the future of industrial logistics through minimalist intelligent engineering. SEER Robotics, All Robots. One Platform. Fully in Your Control.

SEER Robotics Officially Launches the AI Delivery Robot P300: Ready Out of the Box, Delivery Starts Instantly

As artificial intelligence continues to merge deeply with the physical world, Embodied AI is entering a phase of explosive growth. Designed specifically as an evolutionary foundation for humanoid robots, SEER Robotics officially launches its latest product — the Embodied Wheeled Humanoid Robot Base C1-D. More compact, more powerful, and purpose-built for humanoid robotics, C1-D breaks beyond the limitations of traditional industrial mobile bases and opens a new era where everything can become embodied. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpp6rca5q5c6be14tm.png" width="850px" style="width:850px"/></div> <hr/><h1 data-section-id="1we7r4x" data-start="718" data-end="793">1. Everything Can Be Embodied: High Compatibility and Deep Customization</h1> C1-D is not merely a mobile base — it is a flexible carrier enabling humanoid robots to adapt to diverse real-world applications.<h2 data-section-id="hpkvqz" data-start="926" data-end="947"> Highly Compatible</h2>Purpose-built for humanoid upper-body structures, C1-D seamlessly supports a wide range of humanoid configurations, providing a more natural foundation for physical interaction.<h2 data-section-id="j8m6q5" data-start="1128" data-end="1151"> Deeply Customizable</h2>Featuring a modular architecture with flexible configuration options, C1-D supports rapid development and deployment, helping research institutions and enterprises quickly build customized humanoid robotic systems. <hr/><h1 data-section-id="1nohn9v" data-start="1374" data-end="1452"> 2. Intelligent Robot Brain: Integrated Wheel-and-Waist Control Architecture</h1> C1-D breaks through the traditional boundaries of motion control and introduces an industry-first integrated wheel-and-waist control architecture.<h2 data-section-id="du0lqd" data-start="1602" data-end="1640"> Industry-First Integrated Solution</h2>The system enables highly coordinated motion between chassis mobility and upper-body posture adjustment, significantly improving whole-body movement intelligence.<h2 data-section-id="1shj3p5" data-start="1806" data-end="1836"> Powerful Computing Support</h2>Its intelligent control system delivers real-time decision-making capability while supporting mainstream bus and computing platforms.C1-D supports EtherCAT and CAN FD communication buses and is fully compatible with the NVIDIA Jetson Thor computing module, providing a robust computing foundation for advanced AI algorithms. <hr/><h1 data-section-id="1r0j9pd" data-start="2171" data-end="2226"> 3. Compact Yet Powerful: Maximized Space Utilization</h1>C1-D redefines the traditional perception of bulky industrial mobile bases through an extremely compact design.<h2 data-section-id="424mvb" data-start="2341" data-end="2368"> Ultra-Compact Structure</h2>The chassis measures only 650 mm × 650 mm, with a height of just 225 mm, reducing the overall body footprint by 15%.<h2 data-section-id="1afczwt" data-start="2488" data-end="2519"> Exceptional Maneuverability</h2>With an ultra-tight turning diameter of only 820 mm, C1-D can move effortlessly through narrow aisles, dense workstations, and highly constrained industrial environments. <hr/><h1 data-section-id="1dyqv1k" data-start="2698" data-end="2744"> 4. Precision and Safety at Every Centimeter</h1> Safety is the essential foundation for embodied intelligence deployment. From positioning and perception to braking systems, C1-D delivers comprehensive operational safety.<h2 data-section-id="122be5m" data-start="2920" data-end="2950"> High-Precision Positioning</h2>C1-D achieves positioning accuracy of ±5 mm, ensuring stable and precise upper-body robotic operations.<h2 data-section-id="18lk3na" data-start="3057" data-end="3090"> 360° Environmental Perception</h2>Equipped with dual LiDAR sensors, the platform provides full 360-degree protection and accurate environmental awareness.<h2 data-section-id="2ddham" data-start="3214" data-end="3243"> Instant Emergency Braking</h2>A standard single-brake module enables stable emergency stopping without forward pitching, ensuring safe operation under unexpected conditions. <hr/><h1 data-section-id="95y0ht" data-start="3395" data-end="3433"> 5. Fast Charging and Long Endurance</h1> To support long-duration and high-intensity operation scenarios, C1-D provides efficient power management and charging capability.<h2 data-section-id="1m9226c" data-start="3567" data-end="3590"> Long Operating Time</h2>The system integrates a 48V/40Ah lithium iron phosphate battery, delivering 6–8 hours of comprehensive operating endurance.<h2 data-section-id="14jspdj" data-start="3717" data-end="3735"> Rapid Charging</h2>C1-D supports high-efficiency fast charging, reaching 80% battery capacity within just two hours.<h2 data-section-id="reudtf" data-start="3836" data-end="3859"> Autonomous Charging</h2>Deep integration with the M4 Intelligent Robot Management System enables fully automatic charging and energy management. <hr/><h1 data-section-id="1y7zx4l" data-start="3988" data-end="4046"> 6. Collective Intelligence and Multi-Agent Coordination</h1> In real-world industrial applications, robots rarely operate alone. Combined with the M4 Intelligent Robot Management System, C1-D demonstrates powerful multi-agent collaboration capabilities.<h2 data-section-id="14mo87r" data-start="4242" data-end="4267"> All-in-One Management</h2>The system supports dynamic global task allocation and real-time system monitoring, enabling efficient management of large-scale robot fleets.For example, the platform supports the smooth operation of 28 online robots simultaneously while coordinating 12 active task queues.<h2 data-section-id="1lb3j42" data-start="4547" data-end="4577"> AI Large Model Integration</h2>Through integration with AI large models and multi-agent collaborative planning, robot fleets can operate with highly coordinated efficiency similar to a unified intelligent team. <hr/><h2 data-section-id="8dtpi" data-start="4765" data-end="4778"> Conclusion</h2> More compact. More powerful. More humanoid-ready. The launch of the SEER Robotics C1-D is not merely a hardware upgrade — it is an entry ticket to the Physical AI era. Whether for scientific research or industrial deployment, C1-D will serve as a critical foundation accelerating the evolution of humanoid robotics. SEER Robotics, All Robots. One Platform. Fully in Your Control.

Driving Toward the Physical AI Era: SEER Robotics Officially Launches the Embodied Wheeled Humanoid Robot Base C1-D

From June 2 to June 3, 2026, LOGISTICS &amp; AUTOMATION 2026 will be held at Hamburg Messe. SEER Robotics will showcase its advanced robotics solutions. We warmly invite global partners and industry professionals to visit our booth, discover our latest innovations, and explore collaboration opportunities. Exhibition Information at a Glance: 📍 Exhibition Name: LOGISTICS &amp; AUTOMATION 2026 📅 Dates: June 2–3, 2026 🏢 Venue: Hamburg Messe, Germany 🔢 SEER Robotics Booth: Hall B06 · Booth 336 We look forward to meeting you in Hamburg! <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpuwpla5par66rih3mc.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at LOGISTICS & AUTOMATION 2026 in Hamburg

In late June, SEER Robotics will launch a dual-city overseas showcase, simultaneously appearing at AUTOMATE 2026 in Chicago and CeMAT AUSTRALIA 2026 in Melbourne, connecting two major global automation and intralogistics markets. On the occasion of these two major international exhibitions, SEER Robotics warmly invites global partners, industry customers, and technology enthusiasts to visit our booths and experience firsthand a smarter, safer, and more adaptable portfolio of robotics solutions. <hr/><h1 data-section-id="1y59ch4" data-start="585" data-end="657"> AUTOMATE 2026: Addressing Real Industrial Challenges in North America</h1> Exhibition Dates: June 22–25, 2026 Venue: McCormick Place Convention Center, Chicago, USA Booth: South Building – 3605 As one of North America’s most influential automation technology exhibitions, AUTOMATE plays a key role in driving manufacturing transformation across the region. This marks SEER Robotics’ fourth consecutive year expanding deeply into the North American market, with a strong focus on complex and non-standard industrial scenarios. At the exhibition, SEER Robotics will break away from conventional static displays by introducing an immersive interactive demonstration zone that recreates real factory environments for live robot operation demonstrations. Visitors will also be invited to personally initiate interactive testing scenarios and experience the robots’ powerful AI-driven adaptive capabilities up close. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mpoylxbagm7sg8439w8.jpg" width="850px" style="width:850px"/></div> <hr/><h1 data-section-id="1kmkn1q" data-start="1519" data-end="1602"> CeMAT AUSTRALIA 2026: Safety Compliance Enabling Agile Automation Transformation</h1> Exhibition Dates: June 23–25, 2026 Venue: Melbourne Convention &amp; Exhibition Centre, Australia Booth: H1 CeMAT AUSTRALIA is the country’s leading exhibition dedicated to intralogistics, robotics, and supply chain innovation, attracting professionals from retail, e-commerce, manufacturing, pharmaceuticals, and related industries. In response to Australia’s automation landscape and stringent safety certification requirements, SEER Robotics will present fully compliant, safety-certified robot solutions designed to help customers achieve agile automation transformation without costly factory modifications, enabling low-cost deployment with high operational returns. <hr/><h1 data-section-id="ld4t04" data-start="2297" data-end="2332"> See You in Chicago and Melbourne</h1> From Chicago to Melbourne, SEER Robotics remains committed to a customer-centric approach, enabling robots to solve the most challenging “non-standard” and difficult-to-adapt industrial scenarios. We welcome visitors from around the world to experience how advanced robotics technologies are transforming real industrial operations, and how SEER Robotics is breaking down the final barriers to factory automation — one robot at a time. SEER Robotics looks forward to meeting you onsite. <hr/><h2 data-section-id="13mii50" data-start="2829" data-end="2851"> About SEER Robotics</h2>SEER Robotics is a globally leading platform-based embodied intelligent robotics company and has ranked No.1 globally in intelligent robot controller market share for three consecutive years. The company’s core businesses include controllers, autonomous mobile robots (AMRs), embodied intelligent robots, and software system platforms, serving more than 2,100 companies across 20+ industries worldwide with intelligent robotics solutions.

SEER Robotics to Showcase at Both AUTOMATE 2026 and CeMAT AUSTRALIA 2026

On May 17, Shanghai Zhangjiang Financial Leasing Co., Ltd. (“Zhangjiang Leasing”), wholly established by Shanghai Zhangjiang (Group) Co., Ltd., was officially inaugurated. The unveiling ceremony was jointly attended by Zhang Fujun, Party Secretary and Director of the State-owned Assets Supervision and Administration Commission of Pudong New Area, and Yu Yong, Party Secretary and Chairman of Shanghai Zhangjiang (Group) Co., Ltd. As one of the first strategic equipment partners, SEER Robotics, a globally leading platform-based embodied intelligent robotics company, participated in the event. SEER Robotics Founder and CEO Zhao Yue, together with Co-founder Wang Qun, attended the ceremony and officially delivered the company’s first equipment order to Zhangjiang Leasing — an embodied intelligent forklift. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpp2gi023thkqk87qfq.png" width="850px" style="width:850px"/></div> <hr/><h2> Industry-Finance Collaboration Removes Barriers to Embodied Intelligence Commercialization</h2> True technological innovation must ultimately enter real industrial scenarios. However, advanced scientific and technological equipment often comes with characteristics such as high upfront investment, long deployment cycles, and heavy asset requirements, which have become major barriers preventing many enterprises from adopting cutting-edge intelligent technologies. This is precisely the core value behind the establishment of Zhangjiang Leasing. Positioned as a specialized financial leasing platform focused on science and technology innovation, Zhangjiang Leasing targets hard-tech sectors including embodied intelligence and high-end medical devices. Through optimized capital allocation and scenario-oriented financing services, the company aims to extend the innovation ecosystem across upstream and downstream industrial chains, accelerate the commercialization of scientific achievements, and establish a new benc hmark for the financial leasing industry. SEER Robotics recognized this as a critical breakthrough point for solving the “last mile” challenge of embodied intelligence commercialization. Through the successful delivery of the first leasing project, SEER Robotics and Zhangjiang Leasing jointly pioneered a closed-loop model integrating “equipment leasing + intelligent manufacturing.” Driven by industry-finance collaboration, financial resources are directly connected to real industrial application scenarios. End customers can now rapidly access SEER Robotics’ advanced embodied intelligent product portfolio through leasing models, without bearing substantial one-time procurement costs. This approach not only accelerates market penetration for embodied intelligent robotics, but also transforms advanced embodied AI technologies from “high-threshold capital assets” into widely accessible productivity tools, effectively bridging the critical gap between technological innovation and industrial-scale deployment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpp2hqbdf12ibgzmums.png" width="850px" style="width:850px"/></div> <hr/><h2> Embodied Intelligent Forklift Becomes the First Benchmark Delivery</h2> The underlying reason SEER Robotics became the first delivery partner lies in its globally leading platform-based embodied intelligent robotics technology and extensive experience across real industrial deployment scenarios. During the product showcase session, SEER Robotics’ self-developed embodied intelligent product lineup attracted significant attention. The series is specifically designed for real industrial scenarios centered around “mobility + light manipulation,” representing a generational leap beyond traditional mobile robots.<h3> Upgraded Intelligent Perception</h3>The system integrates edge-side BEV and end-to-end AI models, combined with a sensor architecture centered around surround-view cameras and LiDAR arrays.<h3> Breakthroughs in Intelligent Control</h3>Compared with traditional mobile robots that rely heavily on rule-based algorithms, SEER Robotics’ AI-driven control framework enables autonomous perception, decision-making, planning, and control in highly dynamic, complex, and flexible industrial environments.<h3> Continuous Evolution Through Data Flywheel</h3>By leveraging continuously accumulated operational data, the system continuously improves model performance, enhancing perception capabilities, decision accuracy, and execution efficiency for embodied intelligent robots.The delivery of the first embodied intelligent equipment order to Zhangjiang Leasing signifies that this embodied intelligence solution has officially entered scalable commercial financial infrastructure, laying a strong foundation for future large-scale replication. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpp2ixy229f7o8a6wbq.jpg" width="850px" style="width:850px"/></div> <hr/><h2> Extending the Ecosystem Through Cross-Industry Collaboration</h2> The deeper significance behind the establishment of Zhangjiang Leasing lies in extending and strengthening the broader innovation ecosystem across industrial value chains. Another notable highlight during the delivery ceremony was that the GC1949 gas chromatograph from fellow delivery partner Panna Instruments integrates SEER Robotics’ control system and collaborates with a robotic arm to enable fully unmanned operation across the entire laboratory testing workflow — from sample handling to analytical results. This fully demonstrates SEER Robotics’ technological extensibility as a platform-based company. Beyond delivering complete robot products, SEER Robotics empowers industry partners through its core control technologies and open platform architecture, driving intelligent upgrades across multiple sectors and showcasing strong ecosystem influence and cross-industry collaborative value. <hr/><h2> Starting From the First Order to Build New Quality Productive Forces</h2> Financial leasing is far more than a financing tool. It serves as a strategic enabler for enterprises to optimize asset structures, lower investment thresholds, and accelerate equipment iteration and upgrades. The successful execution of Zhangjiang Leasing’s first project has established a positive circulation channel connecting technology, industry, and finance. For SEER Robotics, this strategic partnership with Zhangjiang Leasing secures a key channel for future equipment financing and leasing, while also gaining priority access to financial resources within the Zhangjiang Group ecosystem. More importantly, under the endorsement and witness of Pudong SASAC and Zhangjiang Group leadership, SEER Robotics has become one of the first embodied intelligent robotics companies in China to successfully validate the innovative path of “Equipment-as-a-Service + Financial Leverage.” As financial capital empowers hard-tech innovation and industry-finance collaboration generates new growth momentum, SEER Robotics will continue leveraging continuously evolving embodied intelligence technologies to strengthen the real economy. Together with ecosystem partners such as Zhangjiang Leasing, the company aims to build a new engine for integrated industrial and financial development and jointly support the advancement of new quality productive forces in Pudong. <hr/><h2> About SEER Robotics</h2>SEER Robotics is a globally leading platform-based embodied intelligent robotics company and has ranked No.1 globally in intelligent robot controller market share for three consecutive years. The company’s core businesses include controllers, autonomous mobile robots (AMRs), embodied intelligent robots, and software system platforms, providing intelligent robotics solutions to more than 2,100 companies across 20+ industries worldwide.

SEER Robotics Delivers First Embodied Intelligent Forklift to Zhangjiang Leasing, Accelerating the Final Mile of Commercial Deployment

Recently, SiEngine Technology, a leading provider of high-performance automotive-grade and industrial chips, and SEER Robotics, a globally leading platform-based embodied intelligent robotics company, officially signed a strategic cooperation agreement. The two parties will jointly build an integrated “automotive-grade chip computing power + industrial robotics algorithm” platform across industrial automation and embodied intelligence. The partnership aims to deliver high-performance, highly reliable, and rapidly deployable embodied intelligent robotics solutions for the global market, further advancing the development of the embodied intelligence “super brain”. <hr/><h3 data-section-id="1a5gyax" data-start="809" data-end="871"> Building a High-Performance Embodied Intelligence Platform</h3> Under this collaboration, SiEngine Technology will provide its “Star” and “Longying” series automotive-grade high-performance chips. These will be combined with SEER Robotics’ deep expertise in robot brain control systems, mobile robots, embodied intelligent robots, and software platforms. Together, the two companies will develop a mass-production benchmark for embodied intelligent robotics that is suitable for complex industrial scenarios, continuously upgradable, and globally deployable. Both sides will also leverage their respective ecosystem advantages to jointly expand markets and optimize supply chain capabilities. <hr/><h3 data-section-id="gecsg3" data-start="1509" data-end="1573"> Advancing the “Super Brain” Through High-Performance Compute</h3> In the future, the most significant transformation in robotics will be the ability to understand the physical world and reliably complete closed-loop tasks in real time. SEER Robotics has established capabilities across AI compute, Robot OS, workflow orchestration and scheduling, simulation and real-world data, and model development. To further enhance AI computing power for embodied intelligent robots, SEER Robotics has chosen to collaborate with SiEngine Technology. The goal is to leverage automotive-grade high compute performance, high bandwidth, and high reliability chip capabilities to strengthen the embodied intelligence brain, thereby accelerating the large-scale deployment of embodied intelligent robots in a systematic way. <hr/><h3 data-section-id="1vkmhv4" data-start="2324" data-end="2348"> Executive Statements</h3> SEER Robotics Founder and CEO Zhao Yue commented: “Our collaboration with SiEngine is not about ‘replacing a chip,’ but about strengthening the underlying foundation of robotic intelligence upgrades. A large model alone is not an embodied intelligence brain. A true brain must be composed of chips, control systems, real-world scenario data, and models working together. What SEER aims to build is not a single robot product, but a complete embodied intelligence brain foundation that connects control systems, software platforms, robot ecosystems, and real-world applications. We believe that by introducing automotive-grade, high-reliability computing power, SEER Robotics will accelerate embodied intelligence from demo-level validation to rigorous industrial deployment and large-scale adoption.” SiEngine Technology Founder and CEO Dr. Wang Kai stated: “The partnership between SiEngine and SEER Robotics marks a key step in extending SiEngine’s capabilities from in-vehicle computing to industrial edge intelligence. SiEngine’s high-performance chips provide a solid computing foundation for AI algorithms and are a critical enabler for AI to truly operate in the physical world and drive autonomous robotic execution. We look forward to enabling more intelligent devices with powerful ‘Chinese silicon’ through this collaboration.” <hr/><h3 data-section-id="yvy9p3" data-start="3706" data-end="3729"> About SEER Robotics</h3>SEER Robotics is a globally leading platform-based embodied intelligent robotics company with one of the most comprehensive robot product portfolios in the world. The company has ranked No.1 globally in intelligent robot controller market share for three consecutive years. Its core business includes controllers, mobile robots (AMRs), and embodied intelligent robots, providing intelligent robotics solutions to over 2,100 companies across 20+ industries worldwide. <hr/><h3 data-section-id="xmuznd" data-start="4204" data-end="4233"> About SiEngine Technology</h3>SiEngine Technology is a leading provider of high-performance automotive-grade and industrial chips. It is among the first domestic chip companies in China to achieve full-stack SoC coverage from intelligent cockpit to autonomous driving. In 2025, it ranked first in domestic cockpit chip shipments for passenger vehicles priced under RMB 400,000.SiEngine is extending its core technologies into industrial robotics and embodied intelligence, aiming to become a core engine of the edge intelligence ecosystem based on automotive-grade chip foundations.

SEER Robotics Enters Strategic Partnership with SiEngine Technology to Accelerate the “Super Brain” for Embodied Intelligence

On May 18, 2026, the Hong Kong Center for Logistics Robotics (HKCLR) under InnoHK at The Chinese University of Hong Kong officially established the Hong Kong Embodied AI Lab — the first full-stack embodied AI laboratory in Hong Kong. The laboratory is dedicated to advancing frontier technologies in embodied intelligence and robotics, while collaborating with 24 industry partners, investment institutions, and innovation enterprises to accelerate technology commercialization and industrial deployment. The initiative marks an important milestone in strengthening Hong Kong’s AI industry ecosystem and transforming research outcomes into real-world applications, further supporting Hong Kong’s ambition to become an international innovation and technology hub. As one of the 24 strategic partners, SEER Robotics, a globally leading platform-based embodied intelligent robotics company, is actively participating in Hong Kong’s embodied AI development initiative. During the event, SEER Robotics Co-founder Ye Yangsheng represented the company in signing the partnership agreement with the laboratory. <hr/><h1 data-section-id="1b8paxq" data-start="1269" data-end="1335"> Building an Open Platform for Embodied Intelligence Innovation</h1> The Hong Kong Embodied AI Lab is rooted in Hong Kong while facing the global market. Closely aligned with the latest trends in AI and robotics, the laboratory aims to establish an open platform for embodied intelligence, deepen core technology research, focus on real-world deployment scenarios, and drive full-chain innovation and industrialization across the embodied AI ecosystem. As a deep strategic partner, SEER Robotics will leverage its core strengths in integrated robotics hardware and software, intelligent control systems, and large-scale engineering deployment. Drawing on its extensive robotics data accumulation and ongoing exploration in embodied intelligent robotics, the company will support the laboratory in accelerating the transition of cutting-edge embodied AI technologies from research validation to scalable industrial applications. Backed by long-term expertise in robot control systems, software platforms, mobile robots, embodied intelligent robots, and real-world industrial deployments, SEER Robotics will help accelerate the critical transition from laboratory innovation to practical deployment scenarios. <hr/><h1 data-section-id="1bq0gw7" data-start="2484" data-end="2546"> Showcasing Hong Kong’s Embodied AI Innovation Capabilities</h1> During the event, multiple embodied AI and robotics innovations were showcased, including Hong Kong’s first intelligent mobile dual-arm robot platform, a lightweight millimeter-level force-controlled robotic arm, and an all-terrain quadruped robot. These demonstrations further highlighted Hong Kong’s accelerating investment in embodied intelligence, technology commercialization, and industry collaboration. Ms. Chan Chor Ying, Assistant Commissioner for Innovation and Technology (Innovation Platform) of the Innovation, Technology and Industry Bureau of the Hong Kong SAR Government, stated: “The establishment of the Hong Kong Embodied AI Lab fully reflects our vision and commitment to the development of artificial intelligence and innovation technology. By connecting academia and industry while focusing on practical applications, I believe the laboratory will become an important platform for collaboration, innovation, and technology transfer, accelerating the deployment of research outcomes and generating tangible impact.” Professor Li Zhongyu, Co-Director of the Hong Kong Embodied AI Lab, commented:“Embodied intelligence represents both a major frontier research topic and an important carrier for the deep integration of AI with the physical world. The laboratory will focus on core technology development and real-world validation while actively deepening collaboration with research institutions, industry, and investment communities worldwide to promote technological innovation, commercialization, and industrialization.” Professor Kam Kwok Leung, Vice-President (Education) of The Chinese University of Hong Kong, noted:“Artificial intelligence will become a key driving force for future transformation in both research and education. In recent years, CUHK has actively promoted the integration of AI into teaching and research, committed to cultivating talent with AI expertise, innovative thinking, and practical capabilities, while continuously advancing interdisciplinary education to support Hong Kong’s and the nation’s innovation and technology development.” Professor Liu Yunhui, Director of HKCLR, added:“As a research platform focused on AI and robotics applications, HKCLR possesses capabilities spanning from foundational research to application transformation. The establishment of the Hong Kong Embodied AI Lab aims to accelerate the transition of embodied intelligence technologies from laboratories into real-world applications and commercial deployment.” <hr/><h1 data-section-id="19queik" data-start="5068" data-end="5128"> Accelerating Real-World Embodied Intelligence Deployment</h1> Moving forward, SEER Robotics will continue focusing on robot brains, control systems, software platforms, and real-world deployment capabilities. Together with research institutions, industrial partners, and innovation platforms, the company will further drive the implementation of embodied intelligence technologies across logistics, intelligent manufacturing, and broader industrial scenarios. <hr/><h3 data-section-id="yvy9p3" data-start="5534" data-end="5557"> About SEER Robotics</h3> SEER Robotics is a globally leading platform-based embodied intelligent robotics company and has ranked No.1 globally in intelligent robot controller market share for three consecutive years. Its core businesses include controllers, autonomous mobile robots (AMRs), embodied intelligent robots, and software system platforms. The company has delivered intelligent robotics solutions to more than 2,100 companies across 20+ industries worldwide. <hr/><h1 data-section-id="19ok5d2" data-start="6010" data-end="6045"> About Hong Kong Embodied AI Lab</h1> The Hong Kong Embodied AI Lab was established by the Hong Kong Center for Logistics Robotics (HKCLR) under InnoHK at The Chinese University of Hong Kong. As Hong Kong’s first full-stack embodied AI laboratory, it is dedicated to building a comprehensive R&amp;D platform for embodied intelligence in response to global AI and robotics trends. The laboratory covers technologies ranging from joint modules and robotic hardware to control algorithms, manipulation algorithms, humanoid robots, dexterous hands, quadruped robots, robotic arms, and integrated system development, with a strong focus on diverse real-world application scenarios.

SEER Robotics Participates as Strategic Partner in Hong Kong Embodied Intelligence Initiative, Accelerating the Commercialization of Research Innovation

If you’re grappling with automation challenges like incompatible multi-brand robots, scaling bottlenecks, complex daily operations, or lack of support that balances local responsiveness and global expertise — we’d love to chat. Join SEER Robotics at Booth 3605, South Building, June 22–25, 2026, where you can: Watch live demos of our warehouse automation solutions and see multi-robot coordination in action Learn how our unified platform simplifies robot management, making scaling and daily operations more efficient Connect with our global team to explore solutions that combine proven technology with local implementation support We invite you to stop by our booth and discuss more efficient paths for your automation journey. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mp6qvopcr8gokeiz6qj.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at Automate in Chicago

While our global technical team presents at Automate in the U.S., our local Australia team is ready to meet you with tailored solutions for local clients.Visit us at Booth H1, CeMAT Australia in Melbourne, to watch live demos of our stacker forklifts optimized for local high-bay warehouse scenarios, and learn about localized implementation and upgrade services. June 23–25 | Melbourne Convention and Exhibition CentreWe look forward to meeting you there. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mp6qz3ylba6e778a4cg.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at CeMAT in Australia

Hot Topic | World Models vs. VLA Models: Where Is Embodied Intelligence Ultimately Headed?

With the open-sourcing of Xiaomi-Robotics-0 by Xiaomi, VLA has once again become one of the most discussed topics in the embodied intelligence industry. Given current industry momentum, this level of attention is hardly surprising. By further integrating visual perception, language understanding, and action generation, VLA enables robots to function more like unified intelligent agents capable of “seeing,” “understanding,” and “acting.” Whether from the perspective of technological evolution or industry narrative, VLA is rapidly becoming one of the defining keywords of embodied intelligence. However, equating VLA directly with the entire “brain” of a robot still captures only part of the picture. What truly determines the upper limit of robotic intelligence has never been the model alone, but the combined effect of models, data, control systems, and real-world closed-loop capabilities. In other words, the brain of embodied intelligence is not simply a large model. It is a complete system capability that enables stable perception, real-time decision-making, reliable execution, and continuous evolution in the physical world. <hr/><h1 data-section-id="itwqja" data-start="1239" data-end="1299"> VLA Is Important, But It Is Not the Entire Robot Brain</h1> The value of VLA lies first in providing robots with a more unified framework for understanding and action. In the past, many robotic systems were assembled through fragmented modular architectures: one system for perception, another for planning, and another for control, with limited true integration among them. The emergence of VLA gave the industry a clearer vision of a new possibility—robots directly understanding tasks from multimodal inputs, organizing actions, and connecting “perception, reasoning, and execution” into a more natural intelligent workflow. This marks an important step in the evolution of embodied intelligence. At the same time, however, it is equally important to recognize that VLA solves only part of the robot brain challenge—not the entirety of it. It improves the way robots understand tasks, but it does not automatically translate into stable execution in real-world environments, nor does it inherently provide industrial-grade scalability. Because robots ultimately operate not in the world of text, but in the physical world. In physical environments, robots must deal not with abstract symbols, but with friction, torque, deformation, occlusion, displacement, collisions, errors, and environmental disturbances. A slight deviation in action is not simply an inaccurate response—it may directly result in failed grasping, unstable movement, interrupted operations, or even system-wide cascading failures. As a result, while VLA can significantly enhance a robot’s understanding and action generation capabilities, it cannot independently solve the core challenges of embodied intelligence deployment: high reliability, strong generalization, and continuous evolution. This is why SEER Robotics has consistently maintained that a true robot brain should not be viewed as a standalone model, but as an integrated system jointly built by AI capabilities and control systems. <hr/><h1 data-section-id="q2sphn" data-start="3226" data-end="3312"> What Embodied Intelligence Truly Lacks Is High-Quality Physical Interaction Data</h1> If internet-scale text data was the defining resource of the large language model era, then high-quality real-world physical interaction data is becoming the defining resource of the embodied intelligence era. One fundamental reason humanoid robot intelligence is still progressing slowly is the severe shortage of such data. As of early 2026, the total amount of high-quality real-world physical interaction data worldwide is estimated at only around 500,000 hours—less than one twenty-thousandth of the data used to train large language models. The gap is not merely about scale, but about fundamentally different data generation mechanisms. Large language models primarily learn from internet data, which is naturally collectible, cleanable, reusable, and scalable. In contrast, embodied intelligence relies on continuous interaction between robots and the physical world, including positional changes, posture adjustments, contact feedback, friction variations, force control responses, task correction processes, and countless unexpected states in complex environments. This type of data cannot simply be scraped from the internet, nor can it be fully replaced by simulation. Simulation environments certainly help with training, but simulation is ultimately not reality. Many critical details that determine task success—such as material differences, contact deformation, environmental noise, actuator errors, and target displacement—are highly complex in the real world. These are precisely the challenges robots must overcome when transitioning from demonstrations to mass deployment. Consider fruit picking as an example. A robot must not only identify the location of a fruit, but also adjust the robotic arm angle based on orientation, determine contact points, control gripping force in real time, and continuously correct motion trajectories during detachment. What appears to be a simple action actually requires extensive training on massive volumes of multimodal physical interaction data. Without sufficient real-world data, robots cannot achieve stable execution—let alone deep capability development. This realization is shifting the industry focus. The competition in embodied intelligence is evolving from “who has the stronger model” to “who has the stronger data closed-loop capability.” <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mp5af1tug0o2p99e5ea.jpg" width="850px" style="width:850px"/></div> <hr/><h1 data-section-id="d48lo9" data-start="5642" data-end="5696"> Why Humanoid Robots Face Greater Data Challenges</h1> This is also one of the most overlooked realities in the industry today. Humanoid robots are undoubtedly one of the most imaginative endgame forms of embodied intelligence. They possess strong general-purpose operational potential and serve as the most intuitive representation of “future robots” for the public. However, from the perspective of data accumulation and deployment pathways, the humanoid route is also one of the most complex, expensive, and difficult approaches for establishing rapid closed-loop systems.The reason is straightforward. Humanoid robots possess significantly higher degrees of freedom, larger action spaces, longer coordinated control chains, and greater sensitivity to environmental changes. As a result, for the same hour of training data, humanoid robots must cover state spaces far larger than many task-specific robotic systems. In other words, humanoid robots are not impossible—they simply demand far higher standards for high-quality data scale, data density, and system stability than many people intuitively realize. This is why SEER Robotics has consistently emphasized that the future of embodied intelligence should not be narrowly interpreted as “humanoids alone represent the future.” Instead, the focus must return to real-world scenarios, practical tasks, and tangible value creation. In embodied intelligence deployment, technology pathways are determined not only by imagination, but also by data availability, control complexity, scenario maturity, and customer value realization. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mp5afxxjq4e1m5xpfp.png" width="850px" style="width:850px"/></div> <hr/><h1 data-section-id="1me6hlm" data-start="7244" data-end="7342"> The True Robot Brain Is Ultimately a System Built on Data, Control, and Real-World Scenarios</h1> Viewed from this perspective, the concept of a “robot brain” becomes much clearer. A truly deployable embodied intelligence brain can never rely on a single-point model capability alone. It must contain at least three essential layers of capability:<h3 data-section-id="yxo6na" data-start="7597" data-end="7624"> 1. Model Capability</h3>How robots understand tasks, organize actions, and establish higher-level cognitive and decision-making frameworks.<h3 data-section-id="8ohxbh" data-start="7742" data-end="7771"> 2. Control Capability</h3>How robots coordinate “hands, eyes, and movement systems” together, ensuring stable execution, rapid correction, and continuous controllability in real time.<h3 data-section-id="pw2hh4" data-start="7931" data-end="7969"> 3. Data Closed-Loop Capability</h3>Whether robots have entered real-world environments, continuously collect effective operational data, and feed that data back into models and systems to drive ongoing evolution. None of these layers can be missing. This is precisely why SEER Robotics continues to follow a “fusion of established and emerging technologies” approach in embodied intelligence development. On one side, technologies such as VLA, world models, end-to-end architectures, and reinforcement learning continuously strengthen the robot brain. On the other side, mature control systems, proven industrial scenarios, and reliable product architectures allow these new technologies to rapidly establish effective real-world closed loops. The value lies not only in building new robotic products, but also in proving a deeper principle: Major breakthroughs in embodied intelligence often emerge from systems engineering and scenario closed loops—not from isolated leaps in standalone model capability. Similarly, under the direction of “established technologies + next-generation products,” SEER Robotics continues integrating robot control systems with AGI capabilities to create a truly unified robot brain. Because only when control, perception, decision-making, and execution operate as one integrated system can robotics intelligence evolve from “demonstration capability” to “real operational productivity.” <hr/><h1 data-section-id="amsbzr" data-start="9368" data-end="9472"> The Industry’s Real Turning Point Will Not Be About Bigger Models, but About Closed-Loop Flywheels</h1> Ultimately, the true dividing line in embodied intelligence may not be who releases the next larger model first, but who first establishes a continuously operating flywheel connecting models, data, control systems, and real-world scenarios. Whoever enters real-world environments earlier gains earlier access to high-value data. Whoever accumulates high-value data earlier gains a greater opportunity to train more stable systems. Whoever builds stable systems earlier gains stronger advantages in real markets. This is not a competition of isolated technologies. It is a long-term competition of system capabilities. VLA is important because it represents a critical direction in the evolution of embodied intelligence. But VLA is only the beginning—not the destination. The true robot brain is not merely a VLA model. It is a long-term systems engineering effort jointly built upon data closed loops, control capabilities, scenario understanding, and sustainable deployment capacity. This is also the direction SEER Robotics continues to pursue: SEER Robotics, All Robots. One Platform. Fully in Your Control The goal is not simply to build larger models, but to bring truly capable robot brains into industry, into real-world scenarios, and into scalable deployment across the physical world.

SEER Robotics Insights | Embodied Intelligence Requires More Than Just VLA Models

As embodied intelligence becomes a major focus of both policy and capital investment, humanoid robots are increasingly dominating technology headlines under labels such as “the ultimate form of embodied AI.” Alongside this trend, a growing industry misconception is also being amplified: Many people now assume that embodied intelligence is synonymous with humanoid robots, and that only anthropomorphic bipedal robots represent the “true” form of embodied AI.But is that really the case? The answer is no. Humanoid robots have never represented the entirety of embodied intelligence, nor are they the only pathway toward it. Clarifying this fundamental understanding is essential for truly recognizing the technical nature, industrial roadmap, and future direction of embodied intelligence. <hr/><h1 data-section-id="1hdmpal" data-start="896" data-end="962"> I. Returning to Fundamentals: What Is Embodied Intelligence?</h1> To move beyond the industry’s growing “humanoid fixation,” we must first return to the core definition of embodied intelligence. Embodied AI represents the expansion of artificial intelligence from the digital world into the physical world. At its core, it uses AI foundation models as the software backbone, embedding intelligence into physical hardware systems to achieve real-time interaction and autonomous evolution through a complete closed loop of: environmental perception → autonomous decision-making → physical execution → feedback-driven iteration Put simply, large language models and multimodal models belong to the category of “disembodied intelligence.” They process information and generate outputs within virtual digital environments, functioning as highly capable “thinkers” that remain disconnected from physical reality. Embodied intelligence, by contrast, transforms AI into a “doer” capable of entering the real world. Through physical hardware systems that can “see,” “hear,” and “act,” embodied AI converts AI reasoning into practical physical-world actions. Two essential characteristics immediately break the misconception that embodied intelligence must equal humanoid robots.<h3 data-section-id="190tulm" data-start="2178" data-end="2224"> 1. The Core Criterion Is AI Capability</h3> The true technological essence of embodied intelligence lies in AI capability itself: machine perception, understanding, reasoning, decision-making, autonomous learning, and adaptive interaction. What we often refer to as the “robot brain” is jointly built upon data-driven AI models and control systems. A standalone large model alone cannot truly deliver a deployable embodied intelligence brain.<h3 data-section-id="874hne" data-start="2627" data-end="2674"> 2. Embodiment Has No Single Form Factor</h3> The physical carriers of embodied intelligence are not limited to humanoid structures. Different robotic forms possess different advantages. As long as a system is driven by AI models and capable of establishing a closed-loop interaction with the physical world, it represents a valid embodiment of embodied intelligence. SEER Robotics has gained deep practical insight into this through real-world embodied intelligence deployment. Embodied intelligence is not a concept defined only by a distant end state. It is a progressive process in which AI capabilities continuously unlock value across different physical platforms. What determines this process is not only the model itself, but also the hardware platform, data availability, scenario complexity, and customer value realization. Based on this understanding, SEER Robotics believes embodied intelligence can be broadly divided into three stages. <hr/><h1 data-section-id="1xo3ete" data-start="3591" data-end="3673"> Stage One: Autonomous Vehicles — Solving the Initial Challenge of “Mobility”</h1> At this stage, the hardware platform—the vehicle itself—is already mature. The primary focus is leveraging real-world sensory data, particularly vision, to solve one core challenge: How to enable machines to move reliably in the physical world. The key value of this phase includes:<ul><li> Validating the feasibility of the embodied AI closed loop of perception, decision-making, and execution </li><li> Accumulating massive volumes of real-world interaction data </li><li> Advancing core technologies such as multimodal perception and real-time decision-making </li></ul><div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mpaue39pxjwv26g2n2.png" width="850px" style="width:850px"/></div> <hr/><h1 data-section-id="lkdqb" data-start="4226" data-end="4338"> Stage Two: Embodied Intelligent Robots — Solving “Mobility + Light Manipulation + Intelligent Interaction”</h1> At this stage, the hardware platforms are also relatively mature, and the underlying data and technical paradigms closely resemble those used in autonomous driving. The difference is that robots move one step beyond pure mobility, entering real industrial scenarios that require light manipulation and intelligent interaction. This is precisely the stage SEER Robotics is currently focused on. Platforms combining mobility with light operational capabilities have already undergone extensive market validation and are becoming increasingly mature. Examples include intelligent forklifts, mobile robots, and composite robotic systems. These platforms typically involve limited degrees of freedom and do not require dexterous hands, highly delicate manipulation, or extremely complex multimodal training data. The core value of this stage lies in:<ul><li> Controllable technical risk </li><li> Faster deployment cycles </li><li> Strong cost advantages and scalability </li><li> Rapid validation of embodied intelligence in real industrial environments </li></ul> <hr/><h1 data-section-id="5ngc1m" data-start="5372" data-end="5494"> Stage Three: General-Purpose Humanoid Robots — Solving “Mobility + Dexterous Manipulation + Intelligent Interaction”</h1> This represents a more advanced long-term vision for embodied intelligence. However, today it still depends on hardware platforms, multimodal physical data, and technological paradigms that remain insufficiently mature. Humanoid robots are indeed the “crown jewel” of embodied intelligence—but they are neither the starting point nor the entirety of embodied AI. The industry must respect the objective laws of technological evolution: beginning with deployable, high-value scenarios and gradually advancing toward more sophisticated forms. <hr/><h1 data-section-id="oo9mog" data-start="6046" data-end="6088"> II. Scenarios Determine Form Factors</h1> The essence of embodied intelligence lies in the coordination between “body” and “intelligence”—not whether the body resembles a human being. Through its strategy of integrating established industrial technologies with next-generation AI capabilities, SEER Robotics is exploring a diversified pathway for embodied AI deployment. Different robotic forms excel in different scenarios:<ul><li> Wheeled robots: High efficiency, strong stability, and low energy consumption in structured environments </li><li> Legged robots: Exceptional adaptability in complex terrain </li><li> Specialized robots: Optimal efficiency and cost performance in dedicated industrial applications </li></ul> For example:<ul><li> On manufacturing lines, specialized robotic systems significantly outperform humanoid robots in efficiency, stability, and cost control </li><li> In mining or oil and gas pipeline inspection, tracked robots possess environmental adaptability far superior to bipedal humanoid structures </li><li> In home cleaning scenarios, robotic vacuum cleaners have already achieved practical large-scale deployment—far beyond the current maturity level of humanoid robots still in experimental phases </li></ul> <hr/><h1 data-section-id="1notdwq" data-start="7251" data-end="7339"> III. The Future of Embodied Intelligence Will Never Belong to a Single Form Factor</h1> Across the industry, one major trend is becoming increasingly clear: Embodied intelligence is moving away from the hype of “blind anthropomorphism” and shifting decisively toward practical, scenario-driven deployment. The ultimate mission of embodied intelligence has never been to create robots that look exactly like humans. Its true mission is to bring AI out of the digital world and into real industries—solving practical challenges across countless sectors. Form factors will always serve scenarios. Intelligence remains the true core. This is the foundational logic driving the embodied intelligence industry forward. <hr/><h1 data-section-id="z3gxas" data-start="7978" data-end="7998"> IV. Conclusion</h1> Returning to the original question: Does embodied intelligence necessarily mean humanoid robots? SEER Robotics’ answer is clear: Humanoid robots can certainly represent embodied intelligence—but embodied intelligence is far more than humanoid robots alone. True embodied intelligence means: Scenarios determine form factors. Technology empowers intelligence. Regardless of a robot’s physical structure, any system capable of efficiently perceiving and interacting with the physical world represents a valuable embodiment of embodied AI. Looking ahead, SEER Robotics will continue advancing core technologies, expanding ecosystem collaboration, and supporting the deployment of increasingly diverse forms of embodied intelligence. Together, we will continue exploring the limitless possibilities of embodied AI and advancing the mission of: SEER Robotics, All Robots. One Platform. Fully in Your Control

SEER Robotics Insights | Does Embodied Intelligence Necessarily Mean Humanoid Robots?

On April 28, the award ceremony for the third batch of Shanghai Innovative Enterprise Headquarters was grandly held. Gong Zheng, Deputy Secretary of the Shanghai Municipal Committee and Mayor of Shanghai, presented the awards, while Wu Wei, Member of the Standing Committee of the Shanghai Municipal Committee and Executive Vice Mayor, announced the list of recognized enterprises. As a representative enterprise in the field of artificial intelligence, SEER Robotics was honored with the title of “Shanghai Innovative Enterprise Headquarters” alongside outstanding companies including AgiBot, Hesai Technology, MetaX Integrated Circuits, Enflame Technology, and Black Lake Technologies. Zhao Yue, Founder and CEO of SEER Robotics, attended the award ceremony. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mov1uaor17qjt993stq.jpg" width="850px" style="width:850px"/></div>Zhao Yue, Founder and CEO of SEER Robotics, fifth from the left This recognition not only highly acknowledges SEER Robotics’ technological innovation capabilities and industrial value, but also fully demonstrates the company’s outstanding achievements in the field of artificial intelligence. The “Shanghai Innovative Enterprise Headquarters” program focuses on strategic emerging industries and recognizes leading enterprises that possess proprietary core technologies, maintain industry-leading capabilities, and play a significant role in driving regional economic development. <hr/><h2 data-section-id="18rl00s" data-start="1482" data-end="1545"> A Global “Hidden Champion” with the No.1 Global Market Share</h2> Since its establishment, SEER Robotics has consistently regarded technological innovation as the lifeblood of its development. The founding team originated from Zhejiang University and won the RoboCup World Championship three times, building profound expertise in robot control systems. As a globally leading embodied intelligent robotics platform company, SEER Robotics has achieved the world’s No.1 market share in robot controllers for three consecutive years. The company also offers the world’s largest variety of robot categories. Through its fully self-developed, full-stack core control system architecture, SEER Robotics has truly realized the vision of making intelligent robot development, acquisition, and application accessible without barriers. Built upon this foundation, SEER Robotics has established the world’s most comprehensive intelligent robot selection library and created the world’s first open intelligent robotics platform to achieve large-scale commercial deployment. Across more than 20 key industries—including automotive, 3C electronics, automation equipment, semiconductors, new energy, and biopharmaceuticals—SEER Robotics provides over 1,000 intelligent robotics solutions. The company has successfully served more than 2,100 renowned enterprises across over 70 countries and regions worldwide, including Tesla, FAW-Volkswagen, BYD, Foxconn, Schneider Electric, Siemens, Caterpillar, and United Imaging. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mov1w30nyawm7lyy03.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="eh7ybb" data-start="3005" data-end="3058"> Rooted in Shanghai, Accelerating Toward the Future</h2> The steady growth of SEER Robotics would not have been possible without the support of Shanghai’s thriving innovation ecosystem. As a global hub for artificial intelligence development, Shanghai offers a highly developed industrial chain, abundant application scenarios, and a world-class business environment. The enterprises recognized alongside SEER Robotics span embodied intelligence, intelligent sensors, computing chips, and large-model applications, collectively demonstrating the vibrant ecosystem of Shanghai’s AI industry. Being part of this distinguished group is both an honor and a motivation for SEER Robotics. As an innovation-driven enterprise based in Shanghai, SEER Robotics has previously received numerous prestigious recognitions, including National-Level Specialized and Sophisticated “Little Giant” Enterprise, Shanghai Technology Little Giant Enterprise, Shanghai Benchmark Intelligent Robotics Enterprise, and “Most Powerful Brain for Humanoid Robots.” Looking ahead, SEER Robotics will continue to leverage Shanghai as its strategic base and capitalize on its technological leadership in embodied intelligence. The company remains committed to advancing robot brain technologies and platform-based robotics capabilities, contributing strong momentum to the development of Shanghai’s strategic emerging industrial clusters and empowering China’s intelligent manufacturing industry on the global stage. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mov1vxraf58ifh0rafl.jpg" width="850px" style="width:850px"/></div>

SEER Robotics Recognized by Shanghai Municipal Government as a “Shanghai Innovative Enterprise Headquarters”

From May 12th to 14th, 2026, CeMAT Southeast Asia will be held at Singapore EXPO. At this exhibition, SEER Robotics will showcase its comprehensive portfolio of robots, robot controllers, and software systems. We warmly invite global partners and industry professionals to visit our booth, experience our cutting-edge innovations firsthand, discuss industry trends, and explore new collaboration opportunities with us!<h3 style="text-align:start;"> Exhibition Information at a Glance:</h3> 📍 Exhibition Name: CeMAT Southeast Asia 📅 Dates: May 12th–14th, 2026 🏢 Venue: Singapore EXPO, Singapore 🔢 SEER Robotics Booth: E9 We look forward to meeting you in Singapore! <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/molccap083oodranthn.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at CeMAT Southeast Asia in Singapore

The Americas market is currently undergoing a transformation from traditional automation toward digitalized and flexible manufacturing. However, companies expanding into the region face significant challenges, including high labor costs, stringent equipment safety standards, and rigorous requirements for deep system integration and after-sales responsiveness. For customers across the Americas, robots are expected to deliver more than basic operational capability—they must integrate seamlessly into existing factory ecosystems. Enterprises place greater emphasis on whether robots can effectively connect with ERP, WMS, and various industrial systems, transforming fragmented material handling tasks into transparent and traceable data flows. Today, intelligent robots powered by SEER Robotics control systems have been successfully deployed in multiple countries worldwide. Through the following three representative customer cases, we demonstrate how our “robot brain” technology effectively addresses real-world operational challenges in the Americas. <hr/><h2 data-section-id="1bv5nbz" data-start="1188" data-end="1278"> Case 1 | Schneider Electric: Enabling Robot Collaboration in High-Concurrency Scenarios</h2> As a globally recognized Lighthouse Factory, Schneider Electric maintains exceptionally rigorous standards for intralogistics automation. Its U.S. facility faced a critical challenge: enabling large-scale fleet collaboration, allowing multiple types of robots to operate efficiently and safely within busy assembly workshops.<h3 data-section-id="1ekubb3" data-start="1611" data-end="1623"> Solution</h3>Through the deployment of the SEER Robotics M4 Intelligent Fleet Management System, Schneider Electric achieved deep collaboration across multiple robots and production processes.<h3 data-section-id="1i1y6qa" data-start="1810" data-end="1828"> Key Highlights</h3> 1. Multi-Robot Scheduling and Congestion PreventionAt narrow intersections and material transfer zones, the M4 system leverages intelligent algorithms to calculate optimal routes in real time, effectively eliminating congestion and deadlock issues during high-concurrency operations. 2. Deep System IntegrationThe M4 system supports seamless integration with Schneider Electric’s internal business systems. When production lines initiate material requests, tasks are automatically triggered, enabling a fully closed-loop “goods-to-person” workflow. 3. Compliance with Local Safety StandardsThe solution strictly complies with robotics safety regulations in the Americas and incorporates multi-layer redundant obstacle avoidance mechanisms to ensure maximum safety in human-robot collaboration scenarios. <hr/><h2 data-section-id="16cr5ce" data-start="2676" data-end="2756"> Case 2 | Advantech: Enabling Logistics Transparency in Flexible Manufacturing</h2> As a global leader in the Industrial Internet of Things (IIoT), Advantech’s U.S. factory faced the typical challenges of high-mix, low-volume manufacturing. With diverse material types and constantly changing production demands, traditional fixed-track systems and manual handling methods could no longer support the flexibility required by the production lines.<h3 data-section-id="1ekubb3" data-start="3126" data-end="3138"> Solution</h3>SEER Robotics supported the deployment of lifting robots powered by its “robot brain” technology, enabling fully automated material transportation from warehouses to SMT production lines. This implementation significantly improved intralogistics transparency and increased material handling efficiency by more than 30%.<h3 data-section-id="1i1y6qa" data-start="3465" data-end="3483"> Key Highlights</h3> 1. High-Precision Visual PositioningSMT loading stations require extremely high positioning accuracy. By combining SEER Robotics’ laser SLAM technology with high-precision visual positioning, the robots achieve millimeter-level docking accuracy. 2. Autonomous Navigation Across Dynamic EnvironmentsFactory environments are highly dynamic, with materials stored in constantly changing locations. The system’s dynamic obstacle avoidance and intelligent path planning capabilities enable stable operation in high-frequency human-robot mixed environments without requiring large-scale facility modifications. 3. Low-Code Rapid DeploymentUsing Roboshop, SEER Robotics’ one-stop deployment tool, local engineers at Advantech’s U.S. facility were able to quickly complete system deployment and task configuration, significantly shortening project launch cycles. <hr/><h2 data-section-id="xwq2fj" data-start="4382" data-end="4466"> Case 3 | HOJ Innovations: Empowering Local Integrators to Build an Open Ecosystem</h2> As a leading U.S. warehouse automation integrator, HOJ Innovations is committed to delivering end-to-end logistics solutions for customers. Faced with increasingly complex customer requirements, the company needed a more flexible, open, and highly compatible underlying robotics architecture.<h3 data-section-id="1ekubb3" data-start="4766" data-end="4778"> Solution</h3>SEER Robotics provided HOJ Innovations with its core control system technology, enabling the integrator to develop more competitive and highly integrated logistics solutions for end customers.<h3 data-section-id="1i1y6qa" data-start="4978" data-end="4996"> Key Highlights</h3> 1. Open Architecture Empowering PartnersBased on the open architecture of the SEER Robotics control system, HOJ Innovations can rapidly conduct secondary development and customize various robot types according to the non-standard requirements of different customers in the Americas market. 2. Eliminating Software and Hardware SilosAcross multiple HOJ projects, the SEER Robotics M4 system serves as a unified “business brain,” centrally managing collaborative operations among intelligent devices from different brands and with different functionalities. 3. Efficient Remote MaintenanceTo address the geographic dispersion and high maintenance costs common in the United States, the system provides remote monitoring and fault diagnosis capabilities, enabling integrators to monitor robot operating conditions across multiple locations in real time. <hr/><h2 data-section-id="8dtpi" data-start="5891" data-end="5904"> Conclusion</h2> From Schneider Electric’s large-scale collaborative scheduling, to Advantech’s flexible manufacturing transformation, and HOJ Innovations’ open integration ecosystem, SEER Robotics is helping customers across the Americas achieve true intelligent intralogistics upgrades through its advanced “robot brain” technology. In the Americas market, customers are looking for far more than robots that simply “operate.” They require comprehensive solutions capable of deep business system integration, adaptation to complex operational environments, compliance with local safety standards, and long-term maintenance support. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mov67xvwyi8soug9nsp.jpg" width="850px" style="width:850px"/></div>

Complex Integration and Human-Robot Collaboration: How SEER Robotics Precisely Empowers the Americas Market

From April 22 to 24, FAIR Plus 2026 Robotics Industry Chain Conference grandly opened at Hall 9 of the Shenzhen Convention &amp; Exhibition Center (Futian). Focusing on technological innovation and development resources across the full robotics industry chain, the event brought together leading enterprises worldwide. As a platform-based robotics company ranked No.1 globally in robot controller sales for three consecutive years (2023–2025), SEER Robotics made a strong appearance at Booth H9T23 with its embodied intelligence solutions. Centered on its core control system, the company showcased end-to-end, barrier-free capabilities across the full lifecycle of robotics—from development and acquisition to real-world deployment. <hr/><h2 data-section-id="bda9re" data-start="841" data-end="931"> I. All-Terrain Inspection Challenges: Quadruped Robot D1 PRO Breaks Through Limitations</h2> In industries such as power, oil, and chemicals, traditional wheeled robots are constrained by stairs, slopes, and rugged terrain. Meanwhile, manual inspection poses safety risks and suffers from low efficiency. Enabling automated inspection in complex environments remains a long-standing industry challenge. At the exhibition, SEER Robotics highlighted the quadruped robot D1 PRO. Designed for high-frequency use cases such as complex terrain inspection and special operations, D1 PRO demonstrated outstanding all-terrain autonomous mobility. D1 PRO is powered by the SEER Robotics SRC-1100 control system, deeply integrated with 3D autonomous navigation and AI reinforcement learning-based motion control algorithms. Leveraging reinforcement learning-driven disturbance rejection and high-torque joint design, D1 PRO can perceive external disturbances in real time and autonomously adjust its posture, maintaining stability even under dynamic impacts and slippery slopes.<h3 data-section-id="syi6k3" data-start="1911" data-end="1934"> Core Specifications</h3><ul><li> Weight: 14–15 kg </li><li> Payload: 8–10 kg </li><li> Max climbing angle: up to 40° </li><li> Terrain capability: climbs stairs &gt;16 cm </li><li> Mobility: hybrid wheel-leg design, combining high-speed flat-ground movement with robust obstacle traversal </li><li> Control system: SEER Robotics Robot Brain (SRC series controller), supporting 3D autonomous navigation </li><li> AI vision: target recognition, inspection, security patrol, and environmental anomaly detection </li><li> Expansion interfaces: supports secondary development and payload integration (e.g., thermal imaging, gas sensors) </li></ul> D1 PRO is currently deployed across education, industrial inspection, outdoor security, and special operations scenarios. It can access staircases, rubble, and uneven terrain that traditional wheeled AGVs cannot reach, offering significant advantages in complex environments. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mov9jq7xnpk1dpscx4.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1zf0ym" data-start="2775" data-end="2872"> II. Robot Brain Upgrade: SRC-5000 Breaks the Computational Bottleneck of Embodied Intelligence</h2> As embodied intelligence expands into increasingly complex scenarios, traditional controllers face limitations in computing power, real-time responsiveness, and multimodal processing. Achieving high-performance, low-latency, multimodal robot control has become a critical bottleneck for industry advancement. SEER Robotics showcased two core controller products, addressing full-stack needs from multi-legged robots to humanoid embodied intelligence systems.<h2 data-start="3335" data-end="3338"> SRC-1100: Foundational Control Platform for Biomimetic Robots</h2> The SRC-1100, designed for dual-steering wheel robot control, supports the development of quadruped, hexapod, and other biomimetic robotic systems. Through open protocol integration and modular hardware compatibility, developers can rapidly upgrade robots from remote-controlled machines to autonomous intelligent agents with navigation and decision-making capabilities. It provides a standardized Robot Brain solution for deploying special-purpose robots in industrial inspection, emergency response, and security applications. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mov9l98dt2bywq7oimj.jpg" width="850px" style="width:850px"/></div> <h3 data-section-id="1mpsjxa" data-start="3943" data-end="4010">SRC-5000: Breakthrough Computing Core for Embodied Intelligence</h3> The SRC-5000 is a flagship product that integrates AGI-level capabilities into an industrial-grade robot controller.<h4 data-start="4130" data-end="4154"> Core Specifications</h4><ul><li>Control cycle: supports up to 64-axis servo control with microsecond-level response </li><li>Integration: supports hand-eye-foot unified control with over 40+ degrees of freedom </li><li>Perception: equipped with 8 environmental sensing sensors </li></ul> It achieves unified high computing power, low latency, and multimodal fusion, delivering industry-leading integration. This significantly enhances humanoid robots’ perception, understanding, and execution capabilities in complex environments.<h4 data-start="4640" data-end="4665"> </h4><div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mov9m90shedsh0tllk.jpg" width="850px" style="width:850px"/></div><h2> Application Outcomes</h2> Based on SRC-5000, SEER Robotics has successfully deployed multimodal models—including visual semantic mapping and end-to-end learning systems—on intelligent forklifts and wheeled humanoid robots, achieving improved generalization capabilities. These systems support pallet handling, loading/unloading, and sorting applications, demonstrating strong adaptability and significantly improving operational efficiency in industrial environments.From quadruped robots to wheeled humanoids, SEER Robotics’ Robot Brain is providing a stable, real-time, and high-performance foundation for the large-scale deployment of embodied intelligence. <hr/><h2 data-section-id="s0e61s" data-start="5311" data-end="5398"> III. Nebula Platform: 2,000+ Robot Models, Eliminating Barriers to Robot Acquisition</h2> Complex selection processes, long development cycles, and high trial-and-error costs remain key barriers to robot adoption. Enterprises urgently need faster ways to identify suitable robotic solutions for their scenarios.In addition to its advanced controllers and hardware systems, SEER Robotics demonstrated its Nebula Platform at the event. As an integrated robot selection and simulation platform, Nebula has accumulated over 2,000 curated robot models, covering 20+ industries including manufacturing, logistics, healthcare, and special operations. The platform connects the entire workflow—from requirement definition and solution design to deployment—significantly lowering the barrier to robot acquisition. Users can configure functions, simulate performance, and preview solutions online, enabling a “what you see is what you get” decision-making process. To date, SEER Robotics has served over 2,100 global customers, including Philips, Schneider Electric, Siemens, and FAW-Volkswagen, across more than 70 countries and regions. <hr/><h2 data-section-id="sxjxf8" data-start="6450" data-end="6531"> IV. Open Ecosystem: Building the Future of the Robotics Industry with Partners</h2> The growth of embodied intelligence depends on efficient collaboration across the entire industrial chain. FAIR Plus is not only a showcase of technologies and products, but also a platform for ecosystem-wide collaboration and innovation. As a platform-based robotics company centered on control systems, SEER Robotics remains committed to its mission:“Drive a more open, diverse era of intelligence, making AI robots accessible to all.” Rather than focusing on delivering individual robots or standalone projects, SEER Robotics is dedicated to providing reusable, scalable foundational capabilities and infrastructure for the entire robotics industry. The quadruped robot, Robot Brain series, and Nebula Platform showcased at the booth collectively reflect this strategic positioning. At a time when embodied intelligence is transitioning from isolated breakthroughs to ecosystem-level development, SEER Robotics looks forward to working with global partners to explore scalable deployment pathways and unlock the full potential of the robotics industry through open technology and shared capabilities.

SEER Robotics Debuts at FAIR Plus 2026, Driving Embodied Intelligence Evolution with the Robot Brain

From April 13 to 16, Atlanta, USA hosted MODEX 2026, one of the most influential material handling and logistics exhibitions in North America, drawing global attention from the logistics industry. As a platform-based intelligent robotics company centered on control systems, SEER Robotics showcased its solutions at Booth Hall C-C11969 under the theme: “All Robots. One Platform. Fully Under Your Control.” With a full-category intelligent robot portfolio, an All-in-One software system, and localized service capabilities, SEER Robotics directly addressed the core needs of North American customers—minimal facility modification, rapid deployment, and cost efficiency—demonstrating its strong capability to support local operations while empowering the global supply chain. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1ar261tvwoy1alxwa.JPEG" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1obk8sy" data-start="964" data-end="1032"> North American Certification Secured for Compliant Deployment</h2> On the opening day, TÜV Rheinland, a globally recognized certification authority, officially awarded SEER Robotics North American safety and regulatory compliance certification. The certified models include key product lines widely deployed in the region, such as enclosed pallet handling robots and reach-type autonomous forklifts. This certification confirms that SEER Robotics’ products fully comply with stringent North American requirements for safety and electromagnetic compatibility. For customers, it provides not only strong quality assurance but also a reliable foundation for rapid deployment and compliant operation. Ready-to-deploy, regulation-compliant robotic solutions significantly shorten the timeline from installation to production. On the same day, SEER Robotics was invited to speak at a MODEX forum session, where it addressed common challenges in North American warehousing and logistics, including narrow aisles, high-rack storage, and difficulties in handling legacy enclosed pallets. Centered on its “robot brain” technology, SEER Robotics shared proven full-scenario deployment experience, sparking strong engagement and in-depth discussions among industry professionals. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1as2d5qw0jec4flpd.JPEG" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="143jmid" data-start="2243" data-end="2327"> Addressing Key North American Logistics Scenarios with a Full Robot Portfolio</h2> To meet the demands of high-density warehousing, legacy facility upgrades, and human–robot collaboration in North America, SEER Robotics presented multiple UL-compliant intelligent robots tailored to local applications:<h3 data-section-id="1927ove" data-start="2550" data-end="2594"> SSR-1400US Autonomous Reach Forklift</h3> Designed for high-bay storage and narrow-aisle environments, this model addresses a common challenge in North American warehouses: limited aisle width and high storage racks. With an ultra-narrow 1200 mm body, the SSR-1400US can operate in aisles as narrow as 1.4 meters. Its reach mast allows forks to extend independently without requiring the entire vehicle to approach the rack, significantly improving space utilization. Equipped with AI-driven deep learning and 3D vision-based pallet recognition, it can automatically identify damaged, wrapped, or misaligned pallets and dynamically adjust fork spacing, effectively solving automation challenges in legacy warehouse environments. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1atceoogm000dg4j.JPEG" width="850px" style="width:850px"/></div> <hr/><h3 data-section-id="iklb28" data-start="3290" data-end="3341"> SPT-1500UL Autonomous Pallet Handling Robot</h3> Widely used in North America, block-style and enclosed pallets often present recognition challenges for conventional forklifts. The SPT-1500UL features an innovative E-type fork design that enables reliable handling of complex load carriers. With a 1.5-ton payload capacity and a compact 1300 mm chassis, combined with AI-based visual alignment, it ensures stable operation even with wrapped or offset pallets—enabling true “no modification to pallets or facilities” flexible deployment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1au0i0alzwl6q4pkr.JPEG" width="850px" style="width:850px"/></div> <hr/><h3 data-section-id="sud4xk" data-start="3837" data-end="3884"> SCT-50UL Autonomous Tote Handling Robot</h3> Designed for electronics manufacturing and precision assembly environments, this model features a compact 1920 mm turning diameter and supports up to six-layer vertical tote storage. With ±5 mm positioning accuracy and 3D vision correction, it ensures precise docking with production stations, while multi-mode perception capabilities further enhance operational reliability. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1ausnhpoh7qxovloi.JPEG" width="850px" style="width:850px"/></div> <hr/><h3 data-section-id="15a7efj" data-start="4268" data-end="4314"> SLR-600UL High-Precision Lifting Robot</h3> Built for space-constrained and precision-sensitive light-load scenarios, this model features a 720 mm ultra-narrow chassis and a 600 kg payload capacity. It delivers positioning accuracy of up to ±2 mm and supports multiple navigation methods including SLAM, QR code, and reflector-based positioning, meeting the high-precision requirements of modern production lines. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1avja5icxp4vky1eq.JPEG" width="850px" style="width:850px"/></div> <hr/><h3 data-section-id="lcryul" data-start="4692" data-end="4722"> D1 PRO Quadruped Robot</h3> As a complementary addition to SEER Robotics’ full-category portfolio, the quadruped robot extends operational capability into complex terrains such as slopes and stairs, where wheeled robots cannot operate. It demonstrates SEER Robotics’ technological depth and exploration in embodied intelligence applications. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1awdoddvryaghymme.JPEG" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="2n4ay9" data-start="5043" data-end="5128"> Integrated Software and Hardware: Eliminating Data Silos with an Open Platform</h2> In the software demonstration zone, SEER Robotics showcased the underlying architecture enabling large-scale multi-robot collaboration—its M4 Intelligent Robot Management System. Beyond hardware, SEER Robotics delivers a complete one-stop robotic solution designed to address real-world operational complexity and eliminate system incompatibility issues caused by multi-vendor integration. As an All-in-One platform, M4 enables unified management of robot dispatching and warehouse operations, supporting millions of storage locations and coordinated control of hundreds of heterogeneous robots. SEER Robotics also introduced the M4 AI Assistant, one of the first industry applications to deeply integrate large language models with robotics systems. Operators can assign tasks through natural language, transforming complex system interactions into intuitive conversational commands. <hr/><h2 data-section-id="1wbj6r0" data-start="6024" data-end="6089"> Deep Localization and Growth with North American Customers</h2> Throughout the exhibition, SEER Robotics received strong recognition from leading North American enterprises for its technological capabilities and real-world deployment performance. This trust is built on the company’s long-term commitment to the region. With a local warehouse in Atlanta and an experienced technical service team, SEER Robotics has established a comprehensive service network across the Americas, providing on-site installation, rapid response, and full lifecycle training to ensure stable and reliable system operation. From a library of over 2,100 robot models, to its open platform ecosystem, and its localized service commitment, SEER Robotics’ presence at MODEX 2026 reflects not only a vision for intelligent logistics, but also a long-term strategy to grow together with global partners. <hr/><h2 data-section-id="5syizf" data-start="6913" data-end="6955"> Next Stop: AUTOMATE 2026 in Chicago</h2> AUTOMATE 2026 will be held from June 22 to 25 at McCormick Place in Chicago. SEER Robotics will present additional new products and solutions tailored for North American scenarios. Visitors are warmly welcome to connect and explore collaboration opportunities. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mo1ay0jyfftx4n4z9yd.gif" width="850px" style="width:850px"/></div>

SEER Robotics Showcases at MODEX 2026, Advancing Its Open Platform Strategy in North America

From April 14 to April 16, 2026, Intermodal South America 2026 will be held in São Paulo. SEER Robotics will showcase its advanced robotics solutions. We warmly invite global partners and industry professionals to visit our booth, discover our latest innovations, and explore collaboration opportunities. Exhibition Information at a Glance: 📍 Exhibition Name: Intermodal South America 2026 📅 Dates: April 14–16, 2026 🏢 Venue: Av. Olavo Fontoura, 1.209 – Santana, São Paulo – SP, Brazil 🔢 SEER Robotics Booth: F124 We look forward to meeting you in São Paulo! <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnwjn623vnq0fg6q91.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at Intermodal South America 2026 in São Paulo

On April 10, SEER Robotics held its relocation ceremony at the Zhangjiang Guochuang Center. A delegation of distinguished leaders attended the event, including Li Hui, Deputy District Mayor of Pudong New Area, Shanghai; Xiao Jian, Director of the Zhangjiang Science City Construction Administration Office and Director of the Zhangjiang Administration Bureau; Chen Heng, Vice President of Shanghai Zhangjiang (Group) Co., Ltd.; and Zhao Dong, General Manager of Shanghai Zhangjiang Digital Intelligence Economy Development Co., Ltd. Together with SEER Robotics’ founding team and senior executives, they witnessed this milestone moment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnygg9i5kdbfvkiq2p.gif" width="850px" style="width:850px"/></div> This is not merely a physical relocation, but a leap in strategic capability. As one of the world’s leading innovation hubs, Pudong hosts one of China’s most concentrated clusters of intelligent robotics, artificial intelligence, integrated circuits, and advanced equipment industries, bringing together top-tier research institutions, innovation talent, and a complete industrial ecosystem. By establishing a strong foothold here, SEER Robotics aims to leverage this fertile industrial ground to accelerate its evolution into a platform-based intelligent robotics company. At this new starting point, SEER Robotics reaffirms its positioning: a platform-based intelligent robotics company centered on control systems. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnygikb39csopytswj9.jpg" width="850px" style="width:850px"/></div> <hr/> Today, a seemingly prosperous yet structurally imbalanced contradiction continues to intensify: foundational technologies such as large models and embodied intelligence are emerging rapidly, while real-world deployment remains trapped in fragmentation. Different scenarios correspond to different robot forms—industrial, warehousing, hospitality, inspection—and behind each is often a fully duplicated system stack. Diverse scenarios, repeated “reinvention of the wheel,” and high customization costs have led to an industry that appears active on the surface, yet remains extremely difficult to scale. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnygkbwtqtb3zu4qojd.jpg" width="850px" style="width:850px"/></div> Against this backdrop, what the industry truly lacks is not more types of robots, but more universal foundational robotic capabilities. This is precisely the direction SEER Robotics continues to pursue: not to deliver a specific robot or project, but to provide reusable and scalable underlying capabilities and infrastructure for the entire robotics industry. A true platform is defined by focus and restraint. SEER Robotics pursues “deep integration with broad connectivity”—deepening core control capabilities while strengthening ecosystem-wide interconnection. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnygl2dnhiv4lj9esua.gif" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="zui3nz" data-start="2678" data-end="2705"> I. Reusable Capabilities</h2> Providing industrial-grade foundational capabilities, not standalone features In traditional robotics development models, companies often build customized solutions for specific scenarios, following a project-based delivery logic. While this may appear to meet client requirements, it ultimately results in fragmented technological outcomes that are difficult to accumulate or reuse. SEER Robotics has chosen to root its technology in foundational layers, focusing on robot controllers, embodied intelligence and decision-making capabilities, and general software and system architectures. These core capabilities function as standardized modules that can be repeatedly leveraged across countless projects. Like cement and steel in the construction industry—materials not created for a single building but for all structures—SEER Robotics provides the “fundamental building materials” of the robotics industry: 1. Cross-scenario adaptability: From heavy-duty forklifts in factories to autonomous cross-floor delivery robots, as well as humanoid robots and inspection quadruped robots, all can operate on the same SEER Robotics control system. 2. Modular invocation: Developers no longer need to build complex low-level driver models from scratch or repeatedly solve challenges such as LiDAR-vision fusion algorithms. Mature capabilities can be used like building blocks—freely combined, flexibly deployed, and seamlessly scaled. This principle of “reusable capabilities” represents the accumulation of technological assets. It enables future developers to bypass the difficult “from 0 to 1” stage and instead build directly “from 1 to N” on top of SEER Robotics’ foundation, focusing their efforts on solving domain-specific engineering challenges. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnygm9lq4ymj9f86uo7.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1xn7uj2" data-start="4481" data-end="4513"> II. Multi-Party Collaboration</h2> Connecting industry participants rather than replacing them Within the robotics industry value chain, SEER Robotics maintains a clear role definition: to build an open intelligent robotics platform that connects robotics engineers, hardware manufacturers, system integrators, and end customers, enabling value co-creation under a unified technical framework. 1.Robotics engineers gain more user-friendly development tools and more efficient debugging environments, freeing them from complex low-level coding. 2. Robot manufacturers are provided with core control modules, lowering R&amp;D barriers and allowing them to focus on mechanical design and craftsmanship. 3. System integrators are empowered with the world’s most comprehensive selection library of 1,000+ intelligent robotics solutions, reducing selection and delivery risks. 4. Through ecosystem partners, end customers ultimately receive more stable, maintainable, and cost-effective solutions. Through this multi-party collaboration model, competitive relationships are transformed into cooperative synergy, forming a symbiotic ecosystem. Within this system, SEER Robotics’ own product line serves as a “showroom”—demonstrating best practices, testing technological boundaries, and validating complex scenario performance. It provides partners with a reference implementation rather than competing for market share in fragmented segments. Only when ecosystem partners succeed can the platform truly create value. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnygou4b9bju96shq7r.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1wayejk" data-start="6008" data-end="6042"> III. Lowering Systemic Barriers</h2> Enabling broader participation rather than closed development Given the high technical complexity and extreme fragmentation of application scenarios, traditional industry structures allow only large companies with top-tier algorithm teams to enter the field. Many small and medium-sized enterprises with strong domain expertise are excluded due to prohibitively high R&amp;D costs. The mission of SEER Robotics is to accelerate an open and diversified intelligent era. SEER Robotics, Build your own robot fleet within days！ It aims to reduce systemic barriers to developing, acquiring, and deploying robots, thereby increasing industry participation and accelerating ecosystem growth. Through standardized controller interfaces, low-code software tools, and modular algorithm components, SEER Robotics transforms tasks that once required months of work by dozens of engineers into something that can be completed by a single engineer in just a few days. Automation engineers familiar with PLC systems can quickly transition into robotics developers, while small integrators of only a few people can undertake complex projects once reserved for mature enterprises. Lowering barriers does not mean lowering standards. In industrial scenarios, stability and safety are non-negotiable baselines. SEER Robotics addresses this by providing rigorously validated “standardized building blocks”—navigation modules tested through thousands of hours of field operation, scheduling algorithms refined across hundreds of deployments, and controllers certified for industrial-grade reliability. At the same time, SEER Robotics has established a comprehensive ecosystem certification mechanism. Only solutions that pass strict validation are included in the Xingyun Platform solution library. This dual mechanism—low entry barriers combined with high certification standards—ensures innovation vitality while maintaining quality in industrial applications, making intelligent robotics a truly accessible productivity tool across industries. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mnygpcrd8nr9k5e8g7g.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="l9qe2f" data-start="8081" data-end="8113"> IV. Emerging Platform Effects</h2> Value scales with usage, not linearly with project volume Traditional project-based companies often face structural growth limitations: as scale expands, so do labor inputs and management costs, leading to rising overhead and diminishing marginal returns. Product-based companies, meanwhile, are constrained by predefined scenarios and struggle to address long-tail demands. SEER Robotics pursues platform effects that scale with adoption, driven by a dual-engine model: the “technology flywheel” and the “platform flywheel.” 1. Continuous strengthening of the robot brain: Starting from building a highly reliable robotic intelligence system, SEER Robotics significantly lowers the technical barrier to intelligent robotics and meets diverse end-user requirements. Through continuous accumulation of scenario demands and data, the capabilities of the robot brain are further enhanced, driving the continuous operation of the technology flywheel. 2.Empowering cost reduction and efficiency across the industry chain: Leveraging accumulated scenario data and robot models, downstream partners can rapidly develop diverse robotic forms. This not only enriches product variety but also strengthens the supplier ecosystem, reducing costs and accelerating delivery—creating a virtuous cycle for the platform flywheel. When ecosystem stickiness reaches a critical threshold, value growth becomes exponential. This creates a non-symmetric competitive moat: as more engineers become accustomed to SEER Robotics’ low-code environment, and as more integrators discover that building on the SEER Robotics platform is three times faster than in-house development, platform effects shift from quantitative accumulation to qualitative transformation. This is the ultimate appeal of a platform company: the value of SEER Robotics lies not in how many projects it completes on its own, but in how many partners it empowers—and how large and vibrant an ecosystem it helps build.

Rooted in Pudong, Ecosystem Evolution: SEER Robotics Embarks on a New Journey Toward a Platform-Based Intelligent Robotics Company

From March 24 to 26, the global intralogistics industry once again turned its attention to the Stuttgart Trade Fair Center in Germany, where LogiMAT, one of the world’s most influential logistics exhibitions, was held. SEER Robotics made a strong appearance for the fourth consecutive year. Leveraging years of deep experience in the European market, the company presented its one-stop intelligent robotics solution centered on control systems. During the exhibition, the SEER Robotics booth remained highly active, attracting system integrators, industry experts, and key enterprise customers from across Europe. Visitors engaged in in-depth discussions on the next-generation evolution path of intelligent robotics. <div class="media-wrap embed-wrap"><div><iframe width="850" height="450" src="https://www.youtube.com/embed/xIfBOk3ze7o?si=gN0DADZtGjKvtN4T" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div></div> <hr/><h1 data-section-id="1pzyx43" data-start="937" data-end="999"> 1. Robot Brain: Building a Global Technology Foundation</h1> At LogiMAT, SEER Robotics delivered a core message that strongly resonated with European customers: true automation should not be a fragmented assembly of upper-layer applications, but rather a deep unification built upon foundational logic. As the global leader in robot controller sales for three consecutive years, SEER Robotics centers its technology on the “Robot Brain”—its core control system—and has built the world’s first large-scale open intelligent robotics platform.This platform provides a solid technological foundation for smart factories, offering more than 1,000 selected robot models and supporting over 2,000 robot application scenarios in diverse form factors. SEER Robotics is fully compliant with the European VDA5050 protocol, enabling seamless collaboration and unified dispatching among robots of different brands and types in complex industrial environments. This effectively breaks down “data silos” and allows global customers to achieve intelligent transformation with lower cost and reduced risk. In the software interaction zone, visitors experienced the M4 Intelligent Robot Management System firsthand via tablets, gaining intuitive insight into capabilities ranging from basic path planning to integrated operations including device management, warehouse management, and multi-brand fleet scheduling. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mo2pwszmnd8x3xvyj9d.jpg" width="850px" style="width:850px"/></div> <hr/><h1 data-section-id="uie110" data-start="2348" data-end="2414"> 2. High-Performance Robotics for Diverse European Scenarios</h1> The European robotics market places extremely high demands on safety compliance, space utilization, and human-robot collaboration. All exhibited solutions are not only fully compatible with the VDA5050 protocol but also CE certified—serving as both an entry requirement for the European market and a strong commitment to product quality and safety.<h2 data-section-id="6dbeue" data-start="2766" data-end="2802"> 1) Extreme Space Utilization</h2> The SLR-600EU compact lifting robot is designed for high-density lifting scenarios. With an ultra-slim 720 mm chassis and a 600 kg payload capacity, combined with a built-in safety control system, it ensures millimeter-level positioning accuracy and operational safety even in highly space-constrained warehouse environments. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mo2py8yyatxi4qmmseo.gif" width="850px" style="width:850px"/></div> The SOF-OMNI300EU omnidirectional compact robot features full-directional mobility and a 360° safety bumper system. It enables safe and efficient human-robot collaboration even in extremely narrow aisles. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mo2pyg2u0t6ogg484ium.gif" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1804392" data-start="3350" data-end="3394"> 2) High-Density Storage Applications</h2> The SSS-1400EU multi-level storage robot demonstrated precise pallet handling and high-rack storage operations, providing an effective solution for maximizing vertical space utilization in regions with high real estate costs. The SOS-1000EU omnidirectional transport robot showcased autonomous dynamic path planning and omnidirectional movement, enabling efficient material flow across complex production lines. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mo2pzs7mybbzu4pyp9.gif" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1wmcmtx" data-start="3823" data-end="3853"> 3) Modular Empowerment</h2> To align with European customers’ strong preference for customized procurement models, the SBA-400EU modular robot base demonstrated seamless integration with locally developed roller conveyor modules from system integrators, enabling a highly flexible and unified deployment approach that significantly shortens project delivery cycles. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mo2q020vv9tvcxtsqu.jpg" width="850px" style="width:850px"/></div> <hr/><h2 data-section-id="1j8c8t4" data-start="4203" data-end="4244"> 4) Embodied Intelligence Frontier</h2> Making its European debut, the D1 PRO quadruped robot is also powered by SEER Robotics’ Robot Brain and supports upgraded 3D autonomous navigation. With reinforcement learning-based active disturbance rejection algorithms and high-torque joint design, it maintains stable posture under external interference and enables agile movement, including autonomous traversal, running, and dynamic locomotion in complex unstructured environments. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mo2q0pxmmwt108581mh.gif" width="850px" style="width:850px"/></div> <hr/><h1 data-section-id="avkotm" data-start="4695" data-end="4745"> Technology Goes Global, Service Comes First</h1> SEER Robotics has established a subsidiary in Germany, supported by a professional local team and a well-developed partner ecosystem across Europe. The company provides full lifecycle services, including technical support, project delivery, and rapid response services. From its globally leading Robot Brain technology, to scenario-driven robotic systems, and forward-looking embodied intelligence exploration, SEER Robotics continues to accelerate the creation of an open, barrier-free robotics ecosystem.By empowering the global manufacturing industry through its open platform strategy, SEER Robotics is driving the next wave of intelligent transformation in robotics worldwide.

Leading Intelligent Robotics in Europe, Foundation First | SEER Robotics Shines at LogiMAT Germany for the Fourth Consecutive Year

From March 31 to April 2, 2026, SITL 2026—one of the leading international exhibitions for transport and logistics—will take place at Paris Nord Villepinte Exhibition Centre. SEER Robotics will showcase its integrated robotics solutions under the theme “All Robots. One Platform. Fully in Your Control.” We warmly invite global partners and industry professionals to visit our booth, explore our latest innovations, and connect with our team. Exhibition Information at a Glance: 📍 Exhibition Name: SITL 2026 📅 Dates: March 31 – April 2, 2026 🏢 Venue: Paris Nord Villepinte, France 🔢 SEER Robotics Booth: Hall 7 · C159 <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmybfu74c29eu5vuxtl.jpg" width="850px" style="width:850px"/></div> We look forward to meeting you in Paris!

Exhibition Invitation | SEER Robotics Invites You to Meet at SITL 2026 in Paris

From April 8 to April 10, 2026, Kansai Logix 2026—one of the most influential logistics exhibitions in Japan—will be held at INTEX Osaka. SEER Robotics will showcase its advanced robotics solutions. We sincerely invite global partners and industry professionals to visit our booth, experience our latest innovations, and explore collaboration opportunities. Exhibition Information at a Glance: 📍 Exhibition Name: Kansai Logix 2026 📅 Dates: April 8–10, 2026 🏢 Venue: INTEX Osaka, Japan 🔢 SEER Robotics Booth: A8-32 We look forward to meeting you in Osaka! 2026年4月8日から4月10日まで、Kansai Logix 2026がINTEX Osakaにて開催されます。本展示会は、日本における物流業界で影響力の高い展示会の一つです。 SEER Roboticsは、先進的なロボティクスソリューションを展示いたします。ぜひ当社ブースへお立ち寄りいただき、最新の技術をご体験いただくとともに、ビジネス連携の可能性についてご相談ください。 展示会概要： 📍 展示会名： Kansai Logix 2026 📅 会期： 2026年4月8日～10日 🏢 会場： インテックス大阪（INTEX Osaka） 🔢 SEER Roboticsブース： A8-32 皆様のご来場を大阪にて心よりお待ちしております。 <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mmyblj2litc1tdq2h3i.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at Kansai Logix 2026 in Osaka

In past discussions with customers, we are often asked a challenging question: “If in the future we want to use not only your robots but also integrate robots from other brands, will the system still run smoothly?” This is not merely a technical question—it reflects a deeper concern: the fear of being locked into a single vendor.<h3 data-section-id="1liu2e9" data-start="574" data-end="654"> I. Eliminating Information Silos: Connecting the Entire Factory with VDA5050</h3> For many manufacturing enterprises, the lifecycle of automation systems typically spans 10–15 years, while robots, software, and algorithms evolve much faster—often within 3–5 years. If the system architecture is closed, a fundamental conflict arises: hardware continues to evolve, but the system cannot keep pace. As a result, more companies are now raising a key requirement at the planning stage: the system must support the integration of multi-brand equipment. Different robot brands excel in different scenarios. What enterprises truly need is the flexibility to choose and switch products according to business needs—rather than being bound to a single vendor. Against this backdrop, the European manufacturing industry introduced the VDA5050 standard. VDA5050 is a communication protocol jointly initiated by the German Association of the Automotive Industry (VDA) and the Mechanical Engineering Industry Association (VDMA), designed to enable coordinated scheduling among robots from different manufacturers. Through this standard, robots from various vendors can operate under a unified scheduling system, enabling true multi-brand collaboration, centralized management, and continuous system scalability. For manufacturers, VDA5050 is more than just a technical protocol—it represents an industry mechanism to avoid vendor lock-in, ensuring that intelligent logistics systems are no longer tied to a single brand. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmypd87tfl1obn0l0p4.png" width="850px" style="width:850px"/></div> II. VDA5050 Compatibility: SEER Robotics Redefines the Depth of Openness The reason SEER Robotics has ranked No. 1 globally in robot controller shipments for three consecutive years lies not in the number of robots delivered, but in how it has redefined the depth of openness. SEER Robotics has built an open ecosystem architecture based on its “robot brain” and, through its platform, provides access to over 1,000 curated robot models. More importantly, it offers comprehensive and in-depth compatibility with the VDA5050 protocol, fundamentally solving the challenge of coordinating multi-brand, multi-type robots. 1. Multi-brand orchestration in a unified system Whether robots powered by SEER Robotics’ control system or third-party robots compatible with VDA5050, all can collaborate seamlessly within a single scheduling system—eliminating the complexity of managing multiple parallel systems. 2. Cross-type robot collaboration Different robot forms—including lifting robots, autonomous forklifts, tote-handling robots, as well as humanoid robots and quadruped robots—can operate under unified underlying logic and be flexibly combined like building blocks to meet diverse operational needs. 3. Seamless system scalability New devices can be integrated without restructuring the existing system architecture. Plug-and-play capability transforms initial investments into reusable digital assets. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmype6wevu4t01z1x3f.jpg" width="850px" style="width:850px"/></div> For system integrators aiming to expand into the European market, VDA5050 compatibility serves as the most efficient gateway. With SEER Robotics’ open platform, integrators can leverage a unified control system and standardized protocols to rapidly build multi-brand solutions—without the need for extensive custom interface development—significantly reducing the complexity and compliance risks associated with international project delivery.

Breaking Free from Vendor Lock-In: How an Open Ecosystem Powered by VDA5050 Accelerates Smart Factory Evolution

From March 24–26, at Hall 8, Booth 8D61 of LogiMAT in Germany, SEER Robotics warmly invites you to visit us. This marks our fourth consecutive year at LogiMAT. Through ongoing conversations with customers worldwide, we’ve observed a clear shift: whether in China, Germany, or other markets, manufacturers are no longer debating whether to adopt automation—they are concerned about whether the solutions they deploy today will still be viable five years from now. As business structures evolve, order volatility increases, and processes continuously iterate, can current systems truly keep up? Don’t Let One-Off Solutions Lock in Your Factory’s Future German manufacturing is known for its rigor—but rigor often comes with a reliance on certainty. The reality, however, is changing: 1. Shorter order cycles and smaller batch sizes 2. Faster product iteration, with production lines needing frequent reconfiguration 3. The dual pressure of meeting strict ESG standards while maximizing efficiency In the first wave of automation upgrades, many companies opted for scenario-specific, customized solutions. While these solved immediate problems, they often resulted in closed systems. When the time comes to add new equipment, introduce robots, or upgrade scheduling logic, companies find themselves at an impasse: rebuilding from scratch is costly, and forced compatibility brings significant risk. Ultimately, automation—intended to improve efficiency—can become a constraint on flexibility. So the real question is: How can you design a smart factory blueprint today that evolves alongside your business? More important than choosing which robots to buy is deciding what kind of brain will power them. A Unified “Robot Brain” for True Scalability SEER Robotics builds a unified technological foundation for smart factories through its robot “brain,” enabling true scalability—not through patchwork integration at the application layer, but through consistency at the core logic level. In traditional projects, robots are often isolated hardware units. With a control-system-centric architecture, they become: 1. Schedulable resources 2. Connectable platform nodes 3. Continuously upgradable intelligent endpoints No matter what brand or type of robot you introduce in the future, there is no need for system reconstruction—just plug and play. Local Presence in Germany, Service You Can Trust Technology scalability is only the first step. What truly reassures German customers is that SEER Robotics is already close at hand. We have established a subsidiary in Germany, supported by a professional local team delivering end-to-end services—from technical support and project delivery to ongoing responsiveness. If you are planning to expand overseas into the German market, you may be considering: 1. How to meet the strict requirements of German enterprises for system openness with a single solution 2. How to ensure compatibility across different robot brands 3. Who will guarantee project delivery and service in a foreign market By joining the open platform of SEER Robotics, these challenges are no longer barriers. You gain access to globally leading control system capabilities, leverage the Nebula platform to present a continuously evolving technical roadmap, and rely on a localized European service team to ensure reliable delivery.As a key event in Europe’s intralogistics sector, LogiMAT serves as an important window for German manufacturers to observe technology trends. Experience Intelligent Evolution Live From March 24–26, at Hall 8, Booth 8D61, Stuttgart Trade Fair Centre, SEER Robotics will present a live demonstration of intelligent evolution: 1. See how multiple types of robots collaborate under a unified “brain” 2. Experience software systems designed to help you plan your factory of the future 3. Engage face-to-face with our European team to discuss your real-world challenges <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/mmykfkhtncs75jnf17q.png" width="850px" style="width:850px"/></div>

Say Goodbye to Solution Anxiety — See an Ever-Evolving Smart Factory Blueprint at LogiMAT

Recently, the winners of the 2026 iF Design Award were officially announced. SEER Robotics’ software system stood out for its breakthroughs in system architecture, interaction design, and platform innovation, earning one of this year’s prestigious design awards. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmynrmvrfgdgt5rbvnj.jpg" width="850px" style="width:850px"/></div> This recognition is not only an international design honor, but also an authoritative global endorsement of SEER Robotics’ core capability—its “robot brain.” <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmynsb821nixdapixwc.jpg" width="850px" style="width:850px"/></div> Established in 1953, the iF Design Award is one of the most credible and influential design awards worldwide. Its evaluation criteria go beyond visual aesthetics, placing strong emphasis on innovation, functional and technical integrity, user experience and interaction logic, as well as sustainability and commercial viability. For industrial-grade software systems, receiving recognition from iF signifies that design is not merely about visual appeal, but rather the structured expression of systematic thinking.<h3 data-section-id="dsyqtz" data-start="1052" data-end="1094">Why SEER Robotics’ Software System?</h3>Powered by its leading “robot brain”—the control system—SEER Robotics continues to drive technological innovation and platform development. Unlike companies focused on single robot products, SEER Robotics builds an open platform centered on the “robot brain,” enabling the large-scale deployment of diverse intelligent robots. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmyntbfvsuucgmc9md.jpg" width="850px" style="width:850px"/></div> The award-winning software system demonstrates its core strengths across three key dimensions: 1. System-level modular architecture design Built on a unified control system foundation, the platform eliminates the need for customers to develop underlying logic from scratch, enabling rapid development, acquisition, and deployment of various types of intelligent robots. While industrial software is often criticized for its complexity, SEER Robotics has adhered from the outset to the philosophy of “Build your own robot fleet within days,” delivering a streamlined and accessible experience. 2. User-friendly industrial-grade interaction design With visualized configuration workflows, clear task logic representation, real-time data feedback, and well-defined operation and maintenance pathways, the system enables even non-algorithm engineers to efficiently operate industrial software. For customers, this translates into reduced training costs, improved operational efficiency, and more controllable on-site deployment. 3. Platform ecosystem powered by the “robot brain” Leveraging the powerful capabilities of its “robot brain,” SEER Robotics integrates global supply chain resources to provide a comprehensive portfolio—including control systems, software, intelligent robots, and an open knowledge base—building a robust platform ecosystem. Design capability does not exist in isolation; it is part of an integrated system shaped by technology and validated by the market. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmynu2d7jg3d5jnhk7.jpg" width="850px" style="width:850px"/></div><div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmynu6ihsm9dnvkmo9.jpg" width="850px" style="width:850px"/></div><div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmynu9tyoqbiacyt988.jpg" width="850px" style="width:850px"/></div> Design × Technology × Market Choosing intelligent robots is, in essence, choosing future digital infrastructure. The core standards of such infrastructure are stability, scalability, and sustainability. The iF Design Award represents international recognition of a system’s structure, logic, and user experience, providing customers with three key assurances: 1. Maturity Not a conceptual product, but a commercially viable system ready for large-scale deployment. 2. Professionalism From underlying technology to interaction logic, every aspect has undergone rigorous, systematic design validation. 3. Long-term value Continuous R&amp;D investment and global market validation ensure the platform’s ongoing evolution. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmynussnavm2q3rkfj.jpg" width="850px" style="width:850px"/></div> From ranking No. 1 globally in robot controller shipments for two consecutive years, to building the world’s first large-scale open platform for intelligent robots, and now to receiving recognition from the iF Design Award, SEER Robotics has further clarified its capability framework: centered on the “robot brain,” supported by a platform-based architecture, and extended through a global ecosystem. Design is not merely about appearance—it is the manifestation of structured capability. Following the Red Dot Design Award 2025 and the iF Design Award 2026, these milestones represent not only achievements, but also the natural outcome of SEER Robotics’ long-term technological accumulation.

SEER Robotics’ Software System Wins the 2026 iF Design Award

Through extensive project experience in global markets, we have found that “high upfront investment costs” and “uncertainty in technology implementation” remain the core barriers preventing enterprises from taking the first step toward intelligent transformation. I. Why More Factories Are Moving Away from a One-Step Approach In the early days of automation, many companies preferred full-scale planning and comprehensive factory-wide transformation. However, as market conditions evolve, this model is being re-evaluated. The environment itself is becoming increasingly uncertain: fragmented orders, rapid product iterations, and accelerated technological advancements. Under such conditions, designing an automation system with a ten-year lifecycle inherently carries significant uncertainty. As a result, a more robust approach is gaining widespread adoption—starting with automation in specific scenarios and gradually expanding to a broader scope. For example, companies may begin with warehouse handling automation, then extend to production line distribution, and ultimately build a workshop-level intelligent logistics system. This approach not only reduces initial investment pressure but also allows continuous optimization of system design within real production environments. II. Phased Upgrades: The Biggest Risk Is System Fragmentation However, phased implementation also comes with a common risk. If different system architectures are used at each stage, new challenges emerge as automation expands: new robots cannot integrate with legacy systems, coordination between different devices becomes difficult, and system upgrades require redevelopment. Ultimately, what was intended to reduce risk may instead create new system silos. Therefore, more enterprises are prioritizing a critical question when planning automation: whether they have a unified robot system. Only with a consistent underlying architecture can companies truly achieve small-scale deployment first, followed by continuous expansion.<h3 data-section-id="ebdsvt" data-start="2253" data-end="2323"> III. “Robot Brain” Empowerment: Start Planning from a Single Robot</h3> As a global leader in robot controller shipments for three consecutive years, SEER Robotics provides one-stop robot solutions that align perfectly with customers’ needs for low-cost, low-risk intelligent transformation. 1. Open platform for intelligent robots Based on the leading technology and market position of its core control system—the “robot brain”—SEER Robotics has built the world’s first large-scale open platform for intelligent robots. Enterprises are no longer locked into a single product, but can flexibly select and precisely match solutions according to their actual factory requirements. 2. Phased pilot validation Leveraging the openness of SEER Robotics’ control system, customers can start with scenarios such as handling, palletizing, or picking. After validating processes and value in localized operations, they can seamlessly expand across the entire factory using the same underlying system. 3. Cost-controllable flexibility SEER Robotics provides not just robots, but a one-stop solution. Through flexible configuration, enterprises can break down large one-time investments into manageable phased expenditures, ensuring that every investment delivers immediate productivity. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/mmyotx6qypm1oivac3n.png" width="850px" style="width:850px"/></div> IV. Meet Us at LogiMAT 2026 in Germany From March 24 to 26, SEER Robotics will be exhibiting at LogiMAT 2026 in Stuttgart, Germany, at Booth 8D61 in Hall 8, showcasing real-world applications of multiple robot types operating collaboratively under a unified “robot brain.” SEER Robotics’ senior expert team will be on-site to share insights on: 1. How to rapidly assemble solutions that meet European standards using a library of 1,000+ robot configurations 2. How to reduce long-term maintenance complexity through an open platform 3. How to demonstrate clear ROI to your customers through phased investment strategies We warmly welcome you to visit us and engage with our European team—see you at Booth 8D61.

Is It Necessary for Factories to Achieve Intelligent Upgrades in One Step?

From March 4 to March 6, 2026, AW 2026 (Smart Factory + Automation World), one of Asia’s leading manufacturing and automation exhibitions, will be held at COEX Convention &amp; Exhibition Center in Seoul. SEER Robotics will showcase its unified robot platform and core solutions, and warmly invites global partners and industry professionals to visit our booth and explore the future of intelligent automation together. Exhibition Information at a Glance: 📍 Exhibition Name: AW 2026 (Smart Factory + Automation World) 📅 Dates: March 4–6, 2026 🏢 Venue: COEX Convention &amp; Exhibition Center, Seoul, South Korea 🔢 SEER Robotics Booth: Hall C · Stand 919 <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/699fa87c4a14da00313c7bd6.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at AW 2026 in Seoul

From March 4 to March 6, 2026, MECSPE 2026, a leading exhibition for manufacturing innovation and automation, will be held at BolognaFiere Exhibition Centre in Bologna. We warmly invite global partners and industry professionals to visit our booth and explore how one platform can power every robot in your operation. Exhibition Information at a Glance: 📍 Exhibition Name: MECSPE 2026 📅 Dates: March 4th – 6th, 2026 🏢 Venue: BolognaFiere, Piazza Costituzione 6, 40127, Bologna 🔢 SEER Robotics Booth: Pavilion 30 · Stand A58 <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/699fab35138346004f93bf85.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at MECSPE 2026

From April 13 to April 16, 2026, MODEX 2026, one of the most influential international trade fairs in the global supply chain, logistics, and automation industry, will be held at the Georgia World Congress Center in Atlanta, USA. SEER Robotics will showcase a range of intelligent robots and core automation solutions, and sincerely invites global partners and industry professionals to visit our booth and connect with us onsite. Exhibition Information at a Glance: 📍 Exhibition Name: MODEX 2026 📅 Dates: April 13–16, 2026 🏢 Venue: Georgia World Congress Center, Atlanta, USA 🔢 SEER Robotics Booth: Hall C · C11969 <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/698ae44a19c71b0045211a19.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Meet at MODEX 2026

From March 24 to March 26, 2026, LogiMAT 2026, one of the most influential international trade fairs in the global logistics and automation industry, will be grandly held at the Stuttgart Trade Fair Centre in Germany. SEER Robotics will make a major appearance with multiple core products and warmly invites global partners and industry professionals to visit our booth and connect with us. Exhibition Information at a Glance: 📍 Exhibition Name: <a href="https://www.logimat-messe.de/en" target="_blank">LogiMAT</a> 2026 📅 Dates: March 24–26, 2026 🏢 Venue: Stuttgart Trade Fair Centre, Germany 🔢 SEER Robotics Booth: Hall 8 · 8D61 <div class="media-wrap image-wrap align-center" style="text-align:center"><a style="display:inline-block" href="https://www.logimat-messe.de/en" target="_blank"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/69787ec758b39a0037d115c0.jpg" width="850px" style="width:850px"/></a></div>▲ Click the image above to visit the LogiMAT official website.

Exhibition Invitation | SEER Robotics Invites You to Meet at LogiMAT 2026 in Germany

In 2025, SEER Robotics empowered global partners with open, integrated, and high-value robotic solutions, accelerating innovation and adoption across smart manufacturing worldwide. Intelligent Robotics Platform | Ecosystem Expansion Driven by our unified open platform, SEER ROBOTICS shipments rose over 30%+ . The platform now integrates 1,000+ robot models and supports 400+ plug-and-play components, enabling faster deployment and greater scalability. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6978717c19c71b0045211a17.jpg" width="850px" style="width:850px"/></div> Robotic Controller | Leading Performance Global controller installations surged over 95%+ year-on-year, demonstrating the superior performance and reliability of our core control technology. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/697871a258b39a0037d115bf.jpg" width="850px" style="width:850px"/></div> Global Infrastructure, Local Response With our own companies and offices in China, the United States, Germany, and Japan, we provide fast-response, localized support. This global network serves 2,100+ clients across 70+ countries and regions, with solutions implemented by industry leaders including BYD, Foxconn, Tesla, ZF, United Imaging, Colgate, and Nongshim. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/697871d9bd2bee003d80812b.jpg" width="850px" style="width:850px"/></div> Award-Winning Innovation Our commitment to excellence has been recognized with international awards such as the Red Dot Award and A&#x27; Design Award . <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/697871ff4a14da00313c7bd5.jpg" width="850px" style="width:850px"/></div> The data from 2025 highlights SEER ROBOTICS&#x27; strong technological and commercial momentum. Together, let&#x27;s build a more connected and intelligent future in 2026.

Data Speaks 2025: The SEER ROBOTICS Year in Review

On December 12, the &quot;New Quality Design: Red Dot Design Award: Selection of Chinese Winning Works&quot; exhibition officially opened at the Red Dot Design Museum in Xiamen. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6943ba8e9e01d40037beac2a.jpg" width="850px" style="width:850px"/></div> At this exhibition gathering China’s top designs, the SEER ROBOTICS SOFTWARE SUITE stands out among the exhibits with its groundbreaking design philosophy. Notably, the intelligent robotic dog equipped with SEER Robotics’ control system was also invited for display. Through a unique immersive interactive experience, it vividly showcased the cutting-edge trends in Chinese robot design to the on-site audience. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6943baa99e533b00394d23ea.jpg" width="850px" style="width:850px"/></div> The Red Dot Design Award is renowned as the &quot;Oscar of the Design World.&quot; As the world’s third and the Chinese Mainland’s only Red Dot Design Museum, the Xiamen Red Dot Design Museum is widely acclaimed in the global design community for its high entry thresholds and stringent evaluation standards. Being exhibited in such a prestigious space is, in itself, a high recognition of the value of SEER Robotics’ product design. Importantly, the SEER ROBOTICS SOFTWARE SUITE is the first Chinese robot software system in the industrial field to be included in the Red Dot Award system. This not only represents the shift of Chinese design from &quot;following&quot; to &quot;leading&quot; but also marks the international recognition SEER Robotics has gained through years of deep industry engagement and persistent independent research and development. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6943babe7000160045cace0c.jpg" width="850px" style="width:850px"/></div> Beyond Tools: AI Reshapes Robot Interaction In the SEER Robotics exhibition area at the Red Dot Design Museum, visitors will personally experience how the SEER ROBOTICS SOFTWARE SUITE reshapes the entire process of robot development, acquisition, and use. As the world’s first open software system that integrates the entire process of intelligent robot development, acquisition, and use, it fully incorporates AI technology, redefining every aspect of human-robot interaction. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6943bacd9e533b00394d23eb.jpg" width="850px" style="width:850px"/></div> The deep integration of AI is dissolving technological barriers in the industrial field. In the past, robotics was a high-threshold professional domain. Today, through the SEER Robotics open platform, users can describe their needs as naturally as having a conversation and build customized robots as easily as assembling building blocks. Beyond being an efficiency tool, this system leverages AI to systematically and structurally integrate deep industrial knowledge with complex engineering challenges, creating an open, shared, and continuously evolving robot knowledge repository for ecosystem users. This makes intelligent robots accessible to everyone. Rooted in Industry: From Chinese Scenarios to Global Solutions At the opening forum of this selection exhibition, SEER Robotics was invited to share the core logic of its product design, including deep industry roots, inclusive technology, and software-hardware synergy, which is also the key to its international recognition. The best design always emerges from the most genuine needs, and the most enduring innovation always stems from the most practical implementation. The unique demands of China’s manufacturing industry, such as &quot;small batches, customization, and low costs,&quot; have honed our keen ability to address diverse global scenarios. We do not pursue technology for technology’s sake but instead focus on industrial pain points, using pragmatic innovation to make technology inclusive. When design truly originates from industry pain points, products gain universal value that transcends geographical boundaries. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6943badd2c9f2e00315bca72.jpg" width="850px" style="width:850px"/></div> As one Red Dot Award judge commented on the one-stop implementation tool Roboshop: &quot;It addresses not only China’s challenges but also the common challenges of the global robotics industry.&quot; This is precisely the unique path for Chinese design to go global, transforming local industry insights into universal global value. Innovative Quality Design, Continuing to Tell the Robot Story Entering the Red Dot Design Museum is both a milestone and a new starting point for SEER Robotics. We firmly believe that technology serves people, and innovation stems from real-world scenarios. In the future, we will continue to adopt a design mindset rooted in industry, focusing on common global needs, and creating more products that truly solve practical problems through new quality design. We look forward to meeting you at the Xiamen Red Dot Design Museum, where together we can experience the innovative power of Chinese design in the field of robotics. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6943baee96a1a700307212db.jpg" width="850px" style="width:850px"/></div>

SEER Robotics Enters the Red Dot Design Museum, Welcome to Visit!

We break down the two core recognition technologies that help mobile robots &quot;see&quot; — SLAM-based laser detection and 2D/3D camera vision. You’ll learn: What is SLAM? And how does it help with localization and structure recognition? What can vision systems see that lasers can&#x27;t? The pros and cons of each technology — accuracy, lighting, object types, real-time performance. Why the smartest robots use fusion strategies — combining laser + vision. Real-world case studies from Electrolux, Philips, and the semiconductor industry. <div class="media-wrap embed-wrap"><div><iframe width="850" height="450" src="https://www.youtube.com/embed/Q24Gb5Zy8rA?si=OPd-7eFuJy-nHe6-" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div></div>

EP05 | Recognition:How do robots actually see the world around them?

December 3 — The “Jiazi 100” list was unveiled at the 2025 Jiazi Gravity Year-End Gala. SEER Robotics was selected for the “2025 China Embodied Intelligence Companies with the Greatest Commercial Potential” list, recognizing its outstanding breakthroughs in core embodied intelligence technologies and its solid commercialization capabilities. Spanning the entire Chinese technology landscape, the “Jiazi 100” list aims to identify annual industrial breakthroughs and highlight benchmark enterprises that possess core technological strengths and have achieved notable commercialization results in their respective segments. With 2025 marking the first year of mass production for embodied intelligence, SEER Robotics’ inclusion reflects strong industry recognition as a key player capable of translating cutting-edge technologies into tangible commercial value. SEER Robotics’ commercial potential in embodied intelligence stems from its deep technical expertise and innovative multi-scenario deployment capabilities. The company has proposed an innovative approach of “integrating the new with the traditional.” On one hand, it has embedded multi-layer semantic mapping, end-to-end navigation, and VLA/reinforcement learning technologies into traditional forklifts, creating embodied intelligent forklifts capable of environmental semantic understanding and real-time, path-free navigation. On the other hand, leveraging its extensive expertise in control technologies, SEER Robotics has pioneered the world’s first integrated embodied intelligence controller, effectively overcoming the bottleneck of coordinated hand-eye-foot control and providing a “core brain” for developing various embodied intelligent robots. Powered by SEER Robotics’ open platform model, the company not only supports the validation and scalable application of embodied intelligent forklifts and wheeled humanoid robots in real-world scenarios but also accumulates diverse scenario data to advance AGI robot intelligence. By collaborating closely with ecosystem partners to continuously expand its robot portfolio, SEER Robotics delivers cost-effective, efficient, and reliable intelligent solutions to a broad range of end customers across manufacturing, logistics, and other industries—achieving a closed loop from technological value to commercial value. Being named to the “Jiazi 100” Embodied Intelligence Companies with the Greatest Commercial Potential list affirms SEER Robotics’ long-term commitment to technological innovation and signals strong confidence in its future growth in the embodied intelligence field. Moving forward, SEER Robotics will continue to increase investment in embodied intelligence R&amp;D, deepen integration and commercialization across more industries, and contribute sustained momentum to the advancement of intelligent manufacturing.

Strength Recognized | SEER Robotics Named to the “Jiazi 100” List of Embodied Intelligence Companies with the Greatest Commercial Potential

The development trajectory of the intelligent robotics industry is undergoing a clear, phased transformation. The industry is shifting from the early stage of “software programmed, hardware scenario-bound” fixed-scenario machines toward “software universalized, hardware scenario-bound” flexible collaborative systems. With ongoing breakthroughs in embodied intelligence and other key technologies, the industry is moving toward a future where both software and hardware become universal. In this stage, general-purpose systems and specialized equipment will coexist for the long term, jointly supporting intelligent needs across diverse scenarios. Within this trend, humanoid robots—one of the most imaginative carriers of embodied intelligence—are advancing rapidly. They have moved beyond laboratory-bound fixtures to become mobile systems capable of executing multi-task instructions. However, achieving large-scale commercial deployment still faces core challenges: how to evolve from passive execution to autonomous operation, by integrating scenario-customized hardware with universal software capabilities. At this critical transition point, SEER Robotics offered a clearer answer with its overseas debut of embodied intelligence products. This week, its wheeled humanoid robots and quadruped robot dogs made a collective appearance on the global stage. Their debut not only showcases the industry phase of “software universalization, hardware scenario-specificity,” but also represents SEER Robotics’ systematic response to the global market—powered by its strong technological foundation and open platform ecosystem. <div class="media-wrap video-wrap"><video controls="" src="https://cdn1.seer-group.com/static/6932a8c59e533b00394d23e3.mp4"></video></div> Behind the Debut: A Shift from “Project Customization” to “Product Configuration” The international recognition earned by SEER Robotics’ embodied intelligence products reflects both their adaptability in complex environments and their advanced interactive capabilities. This success stems from SEER Robotics’ powerful robot intelligence system—yet equally essential is Nebula, the platform that enables rapid deployment and scalable application of embodied intelligence robots. No two factories in the world are identical, and traditional robots often rely on high-threshold, long-cycle “project-based customization,” which becomes a major obstacle to digital transformation. Nebula, a one-stop robotics platform integrating robot selection, intelligent simulation, and an auxiliary components marketplace, aims to transform robotic deployment into a flexible, standardized “product configuration” experience.Users no longer need lengthy development cycles starting from scratch. Instead, they can quickly assemble robot solutions—much like building with LEGO—using Nebula’s extensive library of standardized modules and visual configuration tools, enabling truly barrier-free access to robotics. Platform Empowerment: Unlocking Deep Scenario Value Frontier Technology: Embodied Intelligence Series The wheeled humanoid robot showcased overseas is equipped with SEER Robotics’ control system. It integrates the high mobility of a wheeled chassis with the high-degree-of-freedom manipulation of a humanoid upper body, forming a closed-loop intelligent system that unifies “operation + mobility.” This enables both wide-range, safe movement and precise manipulation tasks. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6932a9b32c9f2e00315bca6f.jpg" width="850px" style="width:850px"/></div> The full robot system includes a comprehensive multimodal perception suite, supporting multi-layer semantic maps and VLA models at the edge. It demonstrates strong generalization across scenarios such as tabletop pick-and-place, loading/unloading, and sorting. The quadruped robot dog, also equipped with SEER Robotics’ intelligent control system, supports upgraded 3D autonomous navigation. Its reinforcement-learning-based active disturbance-rejection algorithms and high-torque joint design allow it to resist external interference, maintain stable posture, and achieve autonomous multi-terrain locomotion with agile running and jumping. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6932a9d29e01d40037beac22.jpg" width="850px" style="width:850px"/></div> Rooted in Industrial Foundations: Scenario-Specialized Solutions Nebula currently houses more than 1,000 robot models—each derived from SEER Robotics’ deep understanding of industrial pain points and representing a validated optimal solution for classic application scenarios. More importantly, all models are built on SEER Robotics’ unified control system, enabling cross-model and cross-scenario collaboration and centralized scheduling for true plant-wide integration. Below are the solutions demonstrated overseas for typical factory scenarios: Scenario 1: Closed Pallet Intensive Storage Handling Pain points: Closed pallets feature sealed bottoms, preventing traditional forklifts from inserting forks. In dense storage environments, spatial constraints further reduce utilization and operational efficiency. Solution: The E-series closed-pallet forklift, designed specifically for this challenge, uses ultra-low forks and a compact body structure to lift goods directly from beneath closed pallets. Combined with intelligent navigation and AI perception, it enables precise and efficient handling within extremely limited space. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6932aa1a7000160045cace08.jpg" width="850px" style="width:850px"/></div> Scenario 2: Ultra-Narrow Medical Clean-Room Logistics Pain points: Hospital corridors and lab passages are narrow, and manual transport of medical waste or containers poses safety and efficiency risks. Solution: A single-arm intelligent forklift with an ultra-narrow body can maneuver and turn flexibly within confined spaces. Its AI-based vision system ensures precise container engagement and automated waste transfer, eliminating human contact risks. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6932aa559e01d40037beac23.jpg" width="850px" style="width:850px"/></div> Scenario 3: High-Level Storage and Multi-Layer Palletizing/Depalletizing Pain points: Traditional methods for high-bay pallet operations suffer from low efficiency, poor accuracy, and significant safety hazards. Solution: A high-reach intelligent forklift provides precise multi-layer storage and retrieval, supported by 360° safety protection to deliver fast, accurate, and safe high-bay automation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6932aa632c9f2e00315bca70.jpg" width="850px" style="width:850px"/></div> Scenario 4: Automated Material Flow at Production Lines Pain points: In discrete manufacturing and small-batch production, material transport requires high-frequency, dynamically changing paths that cannot be met by fixed conveyors or manual handling. Solution: The rotary-lifting transport robot features a unique rotating lift and supports on-the-spot turning with autonomous path planning. It delivers materials on demand in compact, dynamic environments, adapting flexibly to production line adjustments and order variations. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6932aa727000160045cace09.jpg" width="850px" style="width:850px"/></div> With this overseas debut, SEER Robotics solidifies its innovative presence on the global stage. More importantly, Nebula, through its standardized and modular architecture, establishes a simplified and accessible pathway for customers worldwide—offering a more efficient, reliable, and user-friendly approach to robotics adoption. This is not only a faster way to acquire robots but also a critical foundation for achieving precise and intelligent transformation. For robotics solutions, choose Nebula. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6932aa850accb6004f61a8d3.jpg" width="850px" style="width:850px"/></div>

SEER Robotics’ Embodied Robots Make Their Overseas Debut: Nebula Redefines a New Paradigm for Robotics Acquisition

Recently, the Tsinghua University&#x27;s undergraduate, master&#x27;s, and doctoral research group visited SEER Robotics&#x27; Shanghai headquarters twice within two weeks for in-depth academic exchanges. SEER Robotics was not only the only enterprise in the field of artificial intelligence and robotics visited by the Tsinghua research group in Shanghai, but also their first stop. During the visit, the students engaged in multiple substantive and inspiring discussions with SEER Robotics&#x27; founding team on industry trends, technological breakthroughs, and personal development.   <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/693a68fe9e01d40037beac24.gif" width="850px" style="width:850px"/></div> At the beginning of the event, Zhao Yue, Co-founder and CEO of SEER Robotics, provided a comprehensive introduction in the first-floor exhibition hall to the achievements of SEER Robotics&#x27; platform-based development and its one-stop solutions across 20+ industries, including automotive, 3C, new energy, and engineering machinery. Through dynamic demonstrations of various robots and interactive 3D software experiences, the practical application of robotics technology in real-world scenarios was vividly showcased, giving the students an intuitive understanding of frontline industry practices.   <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/693a69129e533b00394d23e6.gif" width="850px" style="width:850px"/></div> In the subsequent in-depth exchange session, SEER Robotics&#x27; co-founding team and the students engaged in multiple rounds of intellectual collisions on topics such as the evolution of the global robotics industry, the industrial value chain, and its widespread applications in smart manufacturing across various sectors.   Addressing the core question of why SEER Robotics is building a robotics platform, Zhao Yue shared that the company&#x27;s open platform strategy stems from a profound insight into the core pain points of the robotics industry and a strategic decision. &quot;We believe that the true prosperity of the industry cannot rely solely on a few all-encompassing companies providing closed solutions. Instead, it must activate the broadest possible innovative forces.&quot;   Unlike traditional models that define entire machines as products, SEER Robotics defines &quot;controllers and the supply chain&quot; as standard products, creating a stable, reliable, feature-rich, and user-friendly open platform. This provides the industry with a solid infrastructure, enabling developers to avoid starting from scratch with underlying technologies and instead focus more on scenario innovation and integrated applications in their areas of expertise. This approach truly makes the development, acquisition, and use of intelligent robots barrier-free.   Regarding the new challenges posed by large AI models for robotics, Zhao Yue further elaborated on the multi-layered safety system built by SEER Robotics. He pointed out that the fundamental difference between robots and pure AI agents lies in the unpredictability of the physical world, making safety and reliability the highest priorities. SEER Robotics ensures data credibility through heterogeneous dual-computation verification and employs traditional control systems as a backend verification mechanism for AI decisions, guaranteeing the safe operation of robots in dynamic environments.   When sharing their entrepreneurial journey, the three co-founders recalled their path, from university competitions to winning three world championships, and from responding to market demands to gradually clarifying the company&#x27;s positioning. Finally, they advised the students that in today&#x27;s era of rapid technological iteration, besides solidifying their professional foundations, they should focus on cultivating the ability to &quot;ask the right questions and integrate AI into their knowledge systems.&quot; This, they emphasized, will be key to navigating the future. They also encouraged everyone to pay attention to innovative enterprises with core technological barriers and to integrate personal growth into the trajectory of industrial development.   <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/693a693f9e01d40037beac25.gif" width="850px" style="width:850px"/></div> Through a series of exchanges, both sides reached a preliminary consensus on launching a &quot;targeted internship program,&quot; aimed at enabling students to immerse themselves in the frontline of the industry and bridge theory with practice. This also marks another substantive step in the collaboration between SEER Robotics and top universities in industry-academia-research integration.   The two visits by the students were not only a convergence of academic frontiers and industrial practices but also an important window for SEER Robotics to showcase its technological strength and open ecosystem. In the future, SEER Robotics will continue to promote technological innovation, deepen the integration of industry and academia, and explore new paths and possibilities for robotics technology development alongside global young talents.

Tsinghua Research Group Visits SEER Robotics Twice, Praising the "Strongest Robot Brain"

In a single day, SEER Robotics was highlighted twice on CCTV News, marking not only high recognition of its technical strength but also showcasing its key contributions to cutting-edge fields like 6G communication.   In the November 29 edition of CCTV’s News Broadcast, as part of the “Vibrant China Research Series,” SEER Robotics appeared as one of the representative enterprises under review.   <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/693a6e2696a1a700307212d9.jpg" width="850px" style="width:850px"/></div> The report, themed “China’s Smart Manufacturing Accelerates Global Expansion, with Hardcore Achievements Leading the World,” focused on the innovative practices of Shanghai’s tech companies. As a representative enterprise, various robots powered by SEER Robotics control systems were featured on screen, vividly demonstrating SEER Robotics platform-building capabilities and the mature application of its diverse robotic solutions.   From technology R&amp;D to market application, SEER Robotics’s core strength lies in building an open platform for intelligent robots centered on the “robot brain”: the control system. The company not only provides globally leading control systems to clients but also connects upstream and downstream players in the robotics industry chain through its open platform, promoting deep integration and empowerment of robotics in smart manufacturing and many other fields.   In another CCTV report on 6G communication technology, SEER Robotics further demonstrated its deep empowerment in frontier industries, playing a foundational role as an “invisible enabler.”   The coverage featured the world’s first “delay-bounded deterministic wireless access demonstration system for 6G,” in which a ball-balancing process was entirely controlled in real time via a 6G wireless network.   In this groundbreaking demonstration system, the SEER Robotics control system served as one of the key components of the equipment, successfully passing practical tests in extreme scenarios and proving its technical reliability for high-end precision applications.   The demonstration system placed extreme demands on the reliability of underlying hardware and software, control precision, and motion stability, where even minor delays or jitters could lead to failure. SEER Robotics control system, with its millisecond-level real-time responsiveness, precise motion control algorithms, and consistently stable performance, played a crucial role in ensuring the success of the demonstration.   Two appearances, one core philosophy. From serving as the foundational backbone of the robotics industry to supporting disruptive demonstrations in 6G communication, SEER Robotics remains committed to technology R&amp;D at its core. With robust product capabilities, it provides key control technology support across various fields, empowering innovation and upgrading in multiple industries!

CCTV Spotlight! SEER Robotics Featured Twice on CCTV News in One Day

Recently, the Ministry of Industry and Information Technology (MIIT) released the second batch of enterprises meeting the Industrial Robot Industry Standard Conditions (2024 Edition). SEER Robotics, with its leading technological strength, powerful platform capabilities, and rigorous quality management system, has been successfully selected for the list. It is also the only platform-based robotics company in this batch that deeply integrates core components, robot bodies, and production line integration capabilities. This recognition not only affirms SEER Robotics’ innovation and contributions in the field of industrial robotics, but also acknowledges the company’s commitment to empowering the industry through an open platform—shifting from single-point technological breakthroughs to ecosystem-wide enablement. <ul><li> Core Foundation: The SEER Robotics controller serves not only as a key hardware component, but—empowered by software—acts as the most powerful robotic “brain.” It provides stable and efficient foundational support for SEER’s full range of products and solutions.</li></ul> <ul><li> Technology Validation: Based on its core controller, SEER Robotics collaborates with partner robot manufacturers to launch standard intelligent robots. Through real-world applications, the controller’s performance has been deeply optimized and its versatility and reliability fully validated—laying a solid foundation for continuous improvement and application, truly enabling developers to build their own robot fleet within days.</li></ul> <ul><li> Platform Empowerment: Leveraging its Nebula Platform and control systems, SEER Robotics has built integrated robot solutions across multiple industries and application scenarios. These have been rigorously tested in complex, real-world environments, fully demonstrating the practical value of its open platform and transforming technological advantages into tangible customer value. </li></ul> Looking ahead, as the world’s first large-scale open platform for intelligent robots, SEER Robotics will accelerate the development of the robotics ecosystem through its dual flywheels of “Technology” and “Platform.” On one hand, the company will focus on advancing its robotic control systems—the “brain” of robots—to further lower development barriers, enabling more enterprises to create customized robots, and fostering an open and diverse robotics ecosystem that offers more choices for integrators and end customers. On the other hand, through diversified, scenario-based embodied hardware, SEER Robotics will gather real-world data and application experience. By integrating AGI technologies, it will enhance controller performance, develop highly reliable and generalized software, and accelerate the evolution of the SEER Robotics AGI Brain—empowering digital and intelligent transformation across industries, and truly realizing its mission: Build your own robot fleet within day <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6911b1b20accb6004f61a8ca.png" width="850px" style="width:850px"/></div>

Recognized by the Ministry of Industry and Information Technology!  SEER Robotics Selected for the List of Compliant Enterprises in the Industrial Robot Industry

SEER Robotics will make a strong presence at the iREX 2025 in Japan, bringing a range of intelligent robot products and pioneering technologies, and engaging with industry partners from around the world to explore the future of smart manufacturing. As one of the largest robotics exhibitions globally, iREX 2025 gathers top players in robotics research, manufacturing, and automation from across the globe. At this prestigious event, SEER Robotics will present its latest achievements in the robotics field. Visitors will have the opportunity to experience firsthand the applications of SEER Robotics’ solutions in industrial automation, intelligent logistics, service robots, and other cutting-edge scenarios. Exhibition Information 📍 Exhibition Name: iREX 2025 📅 Date: December 3–6, 2025 🏢 Venue: Tokyo Big Sight, Tokyo, Japan 🔢 Booth Number: W4-71 We warmly invite you to visit Booth W4-71 and join SEER Robotics in exploring new trends in the future of intelligent robotics! <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/690acb819e533b00394d23d5.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to iREX 2025 in Tokyo, Japan

As the global wave of intelligent manufacturing continues to accelerate, SEER Robotics is proud to announce its participation in Manufacturing Indonesia 2025, where it will showcase its latest generation of robotic control and automation technologies to a worldwide audience. Under the theme “Build Your Own Robot Fleet Within Days,” SEER Robotics will demonstrate how its modular controllers, intelligent perception systems, and robot platforms empower manufacturers to easily build flexible and efficient robot fleets — enabling smart production with speed and simplicity. Event Details 📍 Exhibition Name: Manufacturing Indonesia 2025 📅 Date: December 3–6, 2025 🏢 Venue: Jakarta International Expo, Kemayoran, Indonesia 🔢 Booth: B-4231 SEER Robotics warmly welcomes global partners, system integrators, and manufacturing professionals to visit our booth and explore the limitless possibilities of intelligent manufacturing. SEER Robotics — Build Your Own Robot Fleet Within Days. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/690c0a629e533b00394d23d7.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Invites You to Manufacturing Indonesia 2025

SEER Robotics Returns to CeMAT, Presenting a Feast of “Embodied AI+Industry” Integration

On October 17th, SEER Robotics and Shanghai Pudong Vocational and Technical College officially signed a school-enterprise cooperation agreement, achieving a milestone collaboration with regional demonstration significance. Leaders including Zhou Hongxing, Deputy Director of the Teaching Department of the Shanghai Municipal Education Commission, Ma Shuying, Director of the High School Department of the Pudong New Area Education Bureau, Yin Yafei, Director of the Pudong New Area Employment Promotion Center, and Pan Feng, Deputy Director, attended the event. Under the witness of these leaders, Dong Yonghua, Party Secretary of Shanghai Pudong Vocational and Technical College, and Ding Xia, Vice President of SEER Robotics, signed the cooperation agreement on behalf of their respective parties. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68fb18dab167e20056947463.jpg" width="850px" style="width:850px"/></div> Focusing on the cultivation of new-quality productive forces and skills, the two parties will carry out systematic cooperation around the deep integration of industry and education, jointly committed to solving the &quot;structural gap&quot; in the supply of talents in the field of intelligent robots. According to the cooperation agreement, the two parties will jointly set up the &quot;Pudong Vocational College SEER Order Class,&quot; which is the first order class in Shanghai facing the intelligent robot industry, marking a new stage of school-enterprise cooperation. The two parties will jointly formulate training programs and curriculum systems that meet the industry standards and job requirements of intelligent robots, adopting a training model of &quot;work-study alternation and integration of theory and practice,&quot; and systematically building an integrated talent training ecosystem of &quot;industry, academia, and research.&quot; Ding Xia said at the signing, &quot;The students of the first order class will be the seeds sown, growing strong on our robot open platform, becoming the backbone of the company&#x27;s development, and playing the &#x27;artisan&#x27; spirit for the development of the robot industry in Pudong and even the whole country.&quot; This signing marks the first substantial implementation result of the &quot;Zhangjiang Science City Intelligent Manufacturing Industry-Education Consortium.&quot; The consortium was officially launched in September this year, with SEER Robotics as one of the core initiators, participating in the start-up and construction of the consortium throughout the process. Shan Shaojun, Deputy Secretary of the Pudong New Area Committee, and Zhao Zhen, Deputy Director of the Shanghai Municipal Education Commission, attended the conference and delivered speeches. Subsequently, at the launch ceremony, Zhang Difang, Deputy District Head of Pudong New Area and Chairman of the Third Council of Pudong Vocational Group, and Gao Guozhong, Secretary of the Pudong Education Work Committee and Director of the Education Bureau, attended together. SEER Robotics and Zhiyuan Innovation, as representative enterprises, were invited to the stage to unveil the consortium with the district government leaders. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68fb18f29e533b00394d23c7.jpg" width="850px" style="width:850px"/></div> The consortium is an industry-education integration and innovation platform jointly initiated by Shanghai Pudong Vocational and Technical College and leading enterprises such as SEER Robotics, relying on Zhangjiang Science City, and jointly established with regional vocational colleges and research institutions. It will focus on cutting-edge fields such as intelligent robots and industrial AI, develop integrated courses of &quot;technology + practice + certification,&quot; and implement the mechanism of &quot;order-based training and dual-teacher mutual hiring&quot; to cultivate and deliver high-skilled talents for enterprises in a targeted manner. As the world&#x27;s largest intelligent robot company with a core control system, SEER Robotics has always focused on technological innovation and talent cultivation in the field of intelligent robots. This participation in the launch of the consortium and the implementation of the school-enterprise cooperation order class is an important measure for the company to deepen the integration of industry and education and fulfill its corporate social responsibility. For many years, we have adhered to core technology research and development, building a technical barrier with a core control system. Through the in-depth experience of serving more than 1,500 global customers with the intelligent robot open platform, we have deeply understood the structural talent gap in the high-end manufacturing field: the scarcity of &quot;artisan&quot;-type talents and the long time it takes for &quot;novices&quot; to become &quot;skilled hands.&quot; We will not only provide the most cutting-edge robot core technologies and application cases from the industry but also hope to integrate real industry needs into the curriculum system and training programs to accurately cultivate high-skilled talents who can solve practical problems, and train &quot;technical spokespersons&quot; and &quot;problem terminators&quot; at customer sites. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68fb195c7000160045cacded.png" width="850px" style="width:850px"/></div> We believe that this strong alliance with Shanghai Pudong Vocational and Technical College will not only create a &quot;model room&quot; for precise talent cultivation but also form an &quot;energy source&quot; to empower regional industrial development, continuously contributing SEER&#x27;s strength to forging new-quality productive forces and promoting high-quality regional economic development.

First of Its Kind! SEER Robotics Teams Up with Pudong Vocational and Technical College to Launch Shanghai's First Intelligent Robot Order Class

On the morning of October 18, the 2025 Sustainability Global Leaders Conference was held at the Expo Park in Huangpu District, Shanghai. Co-hosted by the World Green Design Organization and Sina Group, SEER Robotics, as an innovative enterprise in the robotics field, was invited to attend. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68ff175096a1a700307212bf.jpg" width="850px" style="width:850px"/></div> During the &quot;Exploring the Trends of Scenario-based Robotics Applications&quot; roundtable forum, SEER Robotics Founder and CEO Zhao Yue engaged in an in-depth dialogue with multiple industry guests. Centering on the path and practice of robotics technology moving from proof-of-concept to large-scale implementation, he shared the company&#x27;s cutting-edge insights and strategic layout in promoting the intelligent transformation of industries. Zhao Yue stated during the dialogue that the future of the robotics industry lies in &quot;openness and diversity.&quot; The ultimate form of robots should not be limited to &quot;humanoid&quot; but should be the &quot;optimal solution&quot; defined by specific scenarios. The key to achieving widespread accessibility of robots lies in continuously lowering the development barrier through technological innovation and building an ecosystem where global participants can co-innovate. The following content is compiled from the live dialogue transcript: Question 1. From &quot;dancing and showing off skills&quot; to &quot;real work,&quot; what are the bottlenecks hindering the large-scale implementation of humanoid robots? Zhao Yue: SEER Robotics is an intelligent robotics company that provides underlying control systems for global automation companies and machinery companies. So far, we have helped over 1500 clients worldwide create various types of robots. The robot mentioned in the host&#x27;s question refers more narrowly to bipedal humanoid robots. In our view, there are two core bottlenecks for their large-scale implementation. The first bottleneck comes from the sensor level. The current development of humanoid robots is severely constrained by sensor technology, especially in the realm of touch. Unlike autonomous driving, which primarily relies on visual data that can be processed systematically, human operation relies on millions of fine-grained tactile feedback points distributed across the skin. To achieve truly intelligent humanoid robots capable of handling complex physical interactions, the key lies in obtaining pixel-level tactile sensors through breakthroughs in materials science or biology, thereby providing a valuable data foundation for model training. The second bottleneck lies in robot collaboration. &quot;No single company can develop all robots, and no factory will use only one type of robot.&quot; Future robot application scenarios will be highly diverse, inevitably giving rise to robots with different forms and functions. No single company can produce all robots to meet all needs. Therefore, the second key challenge is to establish open, universal collaboration standards and an ecosystem, enabling different categories and functions of robots to collaborate efficiently within the same scenario. This is essential to maximize the value of the entire robot system and requires the collaboration and effort of the entire industry. Question 2. What will the form of future humanoid robots be like? Must they resemble humans? Are there other &quot;optimal solution&quot; forms for certain scenarios? Zhao Yue: The form of future robots should not be confined to the humanoid form. Pursuing a &quot;global optimal solution&quot; applicable to all scenarios is neither realistic nor necessary. Specific scenarios will inevitably have &quot;optimal solutions&quot; with specific forms. For example, future autonomous vehicles will involve the cars themselves becoming intelligent, rather than humanoid robots driving traditional cars. The ultimate direction of technology is to make the environment and tools themselves intelligent, rather than mechanically imitating the human form to operate old tools. The value of humanoid robots lies in their flexibility, making them suitable for scenarios requiring a high degree of imitation of human actions, such as climbing stairs in factories or performing complex equipment maintenance. However, in most production links, such as handling and sorting, specialized industry robots like robotic arms and mobile robots can perform these tasks more efficiently. In the concept of the &quot;unmanned factory&quot; proposed by Musk, a high-level role is envisioned for humanoid robots: in a truly unmanned factory, humanoid robots would act as &quot;commanders,&quot; responsible for maintaining and managing other specialized robots, thereby achieving truly unmanned operations. SEER Robotics&#x27; mission is to &quot;Accelerate an open and diverse intelligent civilization, Build your own robot fleet within days!&quot;. We firmly believe that the forms of future robots will be diverse and flourishing. We will continuously lower the barrier to intelligent robots, empowering all industries to define and develop the robots they need, in various forms. Question 3. With the development of AI, robots are beginning to undertake more complex tasks. In the next 3-5 years, what fundamental changes will occur in the collaboration model between frontline employees and their robot colleagues? What new requirements does this pose for corporate organizational structures and talent skills? How can human-robot collaboration maximize the release of social value? Zhao Yue: In the next 3-5 years, the fundamental changes in human-robot collaboration will be reflected in both actual production and organizational coordination. Within organizational coordination, we are applying a large number of AI Agents to reshape the way organizations collaborate. Traditional management models view processes as &quot;optimal practice templates,&quot; aiming to fix employees as &quot;cogs&quot; in the execution chain to reduce human uncertainty. But I strongly oppose this logic: a company becoming stronger should not come at the cost of &quot;employees becoming cogs.&quot; Instead, it should be that &quot;the company gets better because its employees get stronger.&quot; Employees must never be cogs. The future logic of organizational coordination is shifting towards being &quot;customer-centric.&quot; Processes should be chains that &quot;create value for the customer end-to-end,&quot; starting from customer needs and ending with customer satisfaction and success. That is, &quot;from the customer, to the customer.&quot; To create value for customers, we cannot rely on fixed process templates. Customer needs are diverse, and processes should also be diverse accordingly. For example, our customer management system allows regional teams to customize differentiated processes based on the characteristics of local customers (e.g., state-owned enterprises in North China, foreign enterprises in East China, private enterprises in South China). This is supported by a unified data platform, with AI agents autonomously designing processes to deliver appropriate value to different customers. When we were defining our strategy and values, we had a key consideration: our mission mentions &quot;openness and diversity,&quot; so the company itself must first achieve diversity. To this end, we abolished the traditional values system to truly practice the concept of openness and diversity, avoiding limiting employees&#x27; creativity with a unified set of values. Question 4. How can we avoid the &quot;digital divide&quot;? While promoting intelligence, how can we ensure that workers of different ages and skill levels can integrate into the new ecosystem instead of being marginalized? Zhao Yue: Our core internal action is focusing on empowering employees, helping them use tools to optimize internal processes. Externally, our core is helping various enterprises independently develop robots. We always believe that robots should not be the patent of any particular industry giant, but should be an open, diverse undertaking of ecosystem co-construction. Over the past decade, we have helped many automation companies achieve intelligent transformation. We have observed that many companies, after purchasing robots, find that most robot companies are unwilling to cooperate when they want to adjust the robot&#x27;s functions due to scenario needs. For instance, a client once needed a special robotic arm with a &quot;five-meter reach but a payload of only one kilogram.&quot; While this was a niche demand, it held real value. However, mainstream suppliers could not meet this demand due to its small volume. This creates a &quot;digital divide&quot;. Valuable demands cannot be realized due to technical barriers. The ideal way to bridge this divide is to enable the demand side to develop independently. But this is undoubtedly challenging, as they may not possess the professional expertise in robot kinematics or supply chain management. To address this, SEER Robotics has focused on two core tasks over the past decade: First, comprehensive compatibility with core components. We have adapted to almost all mainstream core robot components on the market. Taking LiDAR as an example, we have integrated single-line and multi-line, domestic and imported, solid-state and non-solid-state, repetitive scanning and non-repetitive scanning types. Clients can freely choose based on their specific requirements for cost, performance, safety level, etc., without needing to invest resources in underlying hardware adaptation. Second, lowering the barrier to robot development. We are committed to making robot development simple by encapsulating complex algorithms and models. Our vision is that in the future, even an ordinary person who only knows how to use a smartphone can create the robot they need using our open platform, without needing to understand the underlying technical principles. In the future of human-robot coexistence, it&#x27;s not about us solving problems for everyone, but rather, through technological inclusivity, enabling everyone to possess the tools to &quot;break the mold&quot; and independently create robots that solve their own pain points. Question 5. China&#x27;s robotics industry chain has obvious advantages. Is global expansion an inevitable choice? Under the general trend of going global, such as the &quot;Belt and Road&quot; initiative, what strategies and challenges do your companies have? Zhao Yue: Global expansion is an inevitable choice, and SEER Robotics&#x27; overseas business has also achieved rapid growth in recent years. Facing the complex international environment, the core of our overseas strategy can be summarized in two points. First, we do not view overseas as a single market, but break it down into multiple differentiated markets. Based on the industrial characteristics, customer needs, and development stages of different regions, we carry out refined layouts and formulate targeted market strategies. Second, we are actively exploring a new cooperation paradigm, similar to a reverse operation of the early joint venture car model. That is, we export core technology and solutions, and establish joint ventures or co-brands with local enterprises. We fully understand and respect various countries&#x27; desires to establish their own independent industry chains. Our goal is to empower overseas partners, leveraging their local supply chains and market resources, to produce robot products that better meet regional needs. For example, China&#x27;s forklift industry already holds an important position globally. When overseas forklift enterprises wish to transform and upgrade to produce intelligent forklifts, we provide the key technology to support their local manufacturing of intelligent forklifts. We always firmly believe that robots are not the privilege of any single company or country, but are tools to serve all humanity. Therefore, SEER Robotics&#x27; globalization is not simply about exporting technology or products. With &quot;localized collaboration&quot; as the core concept, we aim to deeply integrate with overseas markets, help local areas build robotics industry chains through cooperation, and ultimately achieve win-win development.

SEER Robotics Founder Zhao Yue Invited to the 2025 Sustainability Global Leaders Conference

In late September, SEER Robotics unveiled its wheeled humanoid robots at two major industry events — the Cloud Summit in Hangzhou and the World Design Capital Conference in Shanghai. Crossing boundaries of geography and industry, SEER Robotics demonstrated to the world China’s leading-edge advancements in embodied intelligence. From Cloud Town to the Design Capital: Wheeled Humanoids Captivate AudiencesOn September 25, the 2025 World Design Capital Conference opened in Shanghai. The event was co-hosted by the Shanghai Municipal People’s Government and UNESCO, and organized by China Media Group Shanghai Station among others. At the conference, SEER Robotics’ self-developed embodied wheeled robot was selected for the “Shanghai Design 100+” Global List, standing out among numerous international entries. Recognized for its innovation and core breakthroughs in embodied intelligence, the robot was also invited by the organizing committee to participate in the Design 100+ special exhibition. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68ecad7edbed0b0043a1a325.jpg" width="850px" style="width:850px"/></div> During the exhibition, several distinguished guests — including the Deputy Director-General of the United Nations Industrial Development Organization, the former Malaysian Ambassador to China, and representatives from the Kuala Lumpur City Hall — visited the robotics exhibition area. They spoke highly of the innovative design and application potential of Chinese robotics. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68ecad5f180db500303dcaa2.jpg" width="850px" style="width:850px"/></div> Prior to the World Design Capital Conference, SEER Robotics had already made an appearance at the 2025 Cloud Summit in Hangzhou. The company showcased several embodied intelligence products, with the wheeled humanoid robot drawing national attention in a CCTV News feature report. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68ecad6a284994003626360c.jpg" width="850px" style="width:850px"/></div> Universal Chassis: Open and Versatile, Lowering Barriers to Robotics Development As part of a special exhibition themed “New Quality Leadership, Digital Intelligence Empowerment,” Shanghai University introduced an innovative mobile dual-arm robot. The core of its precise and agile motion capabilities lies in SEER Robotics’ universal robotic chassis — AMB-CSW04-KJ. Featuring versatility, safety, and high cost-effectiveness, the AMB-CSW04-KJ has become an ideal platform for universities and enterprises engaged in robotics innovation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68ecada3561d9500547edaab.jpg" width="850px" style="width:850px"/></div> The chassis integrates advanced positioning, navigation, and motion control technologies, supporting hybrid navigation modes including SLAM, QR code, and reflector-based systems. It delivers exceptional positioning accuracy of up to ±5 mm, enabling flexible configuration for various operational scenarios. In terms of safety, the AMB-CSW04-KJ sets a high standard: dual front and rear LiDARs provide 360° protection, while an optional 3D camera ensures precise obstacle detection. Contact bumpers at both ends offer instant stop capability upon collision, ensuring reliable operation even in complex environments. Beyond its technical excellence, the AMB-CSW04-KJ benefits from SEER Robotics’ open partner ecosystem, offering outstanding cost-performance and broad compatibility. It supports diverse upper-module integrations — including lifting mechanisms, rollers, robotic arms, and gimbals — enabling customized development and significantly lowering the barriers to robotic innovation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68ecadb2d74e7b002fce9164.gif" width="850px" style="width:850px"/></div> From national media coverage at the Cloud Summit to international recognition at the World Design Capital Conference, SEER Robotics has demonstrated the strength of its embodied intelligence solutions and open innovation platforms. Its wheeled humanoid robots have earned global acclaim, while its universal chassis continues to empower partners in creating new robotics breakthroughs. Looking ahead, SEER Robotics will continue to advance embodied intelligence, leveraging AGI technologies to enhance robotic cognition and performance. Together with its partners across industries, SEER Robotics remains committed to its vision — Build your own robot fleet within days!

SEER Robotics Showcases Embodied Intelligence at Two Major Events, Earning International Recognition

Gothenburg, Sweden – SEER Robotics is delighted to announce its participation in the upcoming Logistik &amp; Transport exhibition, taking place on November 4–5, 2025, at Svenska Mässan, Gothenburg. Visitors are warmly invited to meet us at Booth D01:20. This year, SEER Robotics will present its cutting-edge theme: “Build your own robot fleet within days.” The company will demonstrate how businesses can rapidly deploy and scale customized robotic fleets to meet evolving logistics and transport challenges. As a pioneer in intelligent robotics, SEER Robotics empowers industries with flexible, efficient, and user-friendly solutions. By reducing integration time and complexity, SEER enables companies to gain a competitive edge through faster automation adoption. We look forward to connecting with logistics and transport professionals, industry leaders, and partners at Logistik &amp; Transport. Join us to explore how SEER Robotics can accelerate your path toward smarter, more agile operations. Event Details: 📦 Exhibition: Logistik &amp; Transport 📅 Date: November 4–5, 2025 📍 Venue: Svenska Mässan, Gothenburg 🏢 Booth: D01:20 <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/68d8e2b4a2c3850037761bfc.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Welcomes You to Logistik & Transport 2025 in Sweden

Recently, the Shanghai Municipal Commission of Economy and Informatization and other departments jointly released the &quot;2025 Shanghai Intelligent Robot Benchmark Enterprises and Application Scenarios Recommended Catalogue&quot; (hereinafter referred to as the &quot;Recommended Catalogue&quot;). SEER Robotics was successfully selected with our &quot;Laser SLAM Intelligent Stacker Robot for Narrow Channel Scenarios in Industrial Fields Based on Control Systems.&quot; From the first selection in 2023 to making the list again in 2025, SEER Robotics has once again received authoritative recognition. This not only highlights the continuous leading position of the company&#x27;s product system centered on control systems but also verifies the company&#x27;s innovative strength in promoting the large-scale application of robots in complex industrial scenarios. The &quot;Recommended Catalogue&quot; was jointly selected by nine departments, including the Municipal Commission of Economy and Informatization and the Municipal Science and Technology Commission. It takes technological advancement, scenario fit, application maturity, and social and economic benefits as core criteria, aiming to select robot benchmark enterprises that represent the level of &quot;Shanghai Manufacturing.&quot; The &quot;Recommended Catalogue&quot; is not only a barometer for the development of Shanghai&#x27;s intelligent robot industry but also an important measure to promote the implementation of &quot;robot+&quot; applications. The Laser SLAM Intelligent Stacker Robot SFL-CDD15 selected this time is an innovative product jointly developed by SEER Robotics and Linde, a global high-end forklift manufacturer, based on the SRC robot control system. It provides an efficient, flexible, and safe one-stop robot solution for robot applications in narrow channel scenarios in the industrial field. The SFL-CDD15 is equipped with SEER Robotics&#x27; forklift-specific universal controller SRC-2000-F(S), combined with high-precision laser SLAM navigation technology and an adaptive recognition system based on AI deep learning. It can achieve adaptive recognition and precise forking of various carriers (such as pallets, material cages, etc.), supports multiple operation modes such as high-level stacking, line-side docking, and flat transportation, which significantly improves the level of automation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/68da276e561d9500547edaaa.gif" width="850px" style="width:850px"/></div> With a body width of only 1128mm, it has excellent narrow passage capability, and the minimum turning radius is as low as 1329mm. It can flexibly move through dense shelf areas and even standard elevators, significantly improving the utilization rate of storage space. It supports up to 10 hours of continuous operation and 3-minute quick battery replacement, greatly alleviating the pain point of long charging waiting times for traditional forklifts and ensuring continuous operation in high-intensity working environments. Equipped with multiple perception and protection mechanisms, it monitors the surrounding environment in real-time through a 3D depth camera and can achieve active obstacle avoidance and dynamic path adjustment in human-machine mixed scenarios, with a comprehensive upgrade in safety performance. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/68da278adbed0b0043a1a322.png" width="850px" style="width:850px"/></div> At present, the SFL-CD15 and its series of products have been implemented at customer sites in many countries around the world and have won widespread recognition. At the same time, more and more global robot manufacturers are choosing to cooperate with SEER Robotics to develop robot products suitable for more complex industrial scenarios based on the SRC robot control system, jointly building your own robot fleet within days！ In the future, the company will continue to deepen the dual flywheel drive model of &quot;technology flywheel + platform flywheel,&quot; focus on the research and development of robot control systems, expand more complex and diverse application scenarios with partners, and strive to provide global customers with highly reliable and generalizable one-stop robot solutions, helping various industries achieve large-scale implementation and continuous innovation of &quot;robot+&quot; applications.

SEER Robotics Ranked Again on the “2025 Shanghai Intelligent Robot Benchmark Enterprises and Application Scenarios Recommended Catalog”

From October 28 to 31, 2025, the CeMAT ASIA 2025 – International Trade Fair for Materials Handling, Automation Technology, Transport Systems, and Logistics will be held at the Shanghai New International Expo Center. As one of Asia’s most influential logistics technology exhibitions, CeMAT ASIA gathers the world’s leading innovations in logistics and intelligent transport solutions every year. SEER Robotics will make a grand appearance at Hall W2, Booth G4, under the theme “BEYOND BOUNDARIES BUILD YOUR ROBOT WORLD”, showcasing its cutting-edge achievements in embodied intelligent robotics powered by advanced control systems. Breaking away from traditional exhibition formats, SEER Robotics will present immersive live demonstrations of embodied intelligent solutions. Multiple humanoid wheeled robots and quadruped robotic dogs will showcase real-world applications on site, offering visitors an interactive experience and a direct insight into SEER Robotics’ world-leading control system capabilities. We sincerely invite you to visit Hall W2, Booth G4, to explore new opportunities and pathways for embodied intelligence in global logistics scenarios. SEER Robotics looks forward to meeting you in person, discussing industry trends, and exploring the future of intelligent logistics together! <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/68d0b3c9a2c3850037761bfa.jpg" width="850px" style="width:850px"/></div>

Exhibition Invitation | SEER Robotics Welcomes You to CeMAT ASIA 2025

On September 10, 2025, the International Logistics Comprehensive Exhibition (LTT) officially opened at Tokyo Big Sight. SEER Robotics, under the theme “自前のロボット開発をもっと簡単にしましょう”, showcased its one-stop robot development solutions, two flagship international robot models, the robot dispatching system, and visualization product portfolio at booth 7-507. Through real-world dynamic demonstrations and multi-terminal interactions, SEER Robotics comprehensively presented its core technologies and ecosystem in the field of intelligent robotics. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68c1414d9799ac004268a28a.jpg" width="850px" style="width:850px"/></div> 3D Interaction: Building a Visualized Factory The software section became one of the highlights of the SEER Robotics booth. Powered by the 3D robot visualization map Meta-Map Pro, the booth featured a high-precision 3D digital environment, offering visitors a game-level visual experience and smooth interactive capabilities. With Meta-Map Pro, attendees could monitor in real time the operational status of SEER Robotics’ SOF-300EU and SPT-1000 robots, including cargo information, path planning, and key device data. The solution is already deployed in several machinery manufacturing and 3C electronics factories across China. The visualization product line also includes the 2D robot visualization map Meta-Map and the 3D digital twin Meta-World. Together, they deliver accurate, multi-dimensional data representation with millisecond-level responsiveness, faithfully replicating real factory environments. These solutions enable enterprises to build efficient visualization platforms and accelerate digital factory transformation. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68c141c22849940036263601.JPEG" width="850px" style="width:850px"/></div> Unified Dispatching, Global Coordination The RDS dispatching system was also featured at the exhibition. It enables unified management of all robots and automated logistics equipment within factories, supporting multi-model and multi-area scheduling to achieve dynamic, global coordination. RDS offers strong multi-terminal compatibility, allowing users to seamlessly switch across mobile phones, tablets, and PCs, ensuring a truly cross-platform smooth experience. Additionally, the system supports secondary development, empowering customers to tailor their own scheduling workflows to fit production needs. Scenario-Driven Innovation in Robotics SEER Robotics presented two flagship products for the international market: the SPT-1000 closed-type pallet-handling forklift and the SOF-300EU single-arm intelligent forklift, both demonstrated live in dynamic industrial scenarios—showcasing SEER Robotics’ innovation and application capabilities in complex environments. SOF-300EU: Benchmark for Compact Forklifts The SOF-300EU simulated the unmanned handling process of infectious medical waste, highlighting its outstanding performance in high-standard medical environments. With a body width only one-third of standard intelligent forklifts, it offers exceptional adaptability for narrow and complex hospital corridors. Equipped with AI deep learning algorithms, it can intelligently identify rack contours and precisely execute fork operations without manual parameter settings. Covering the entire workflow—from transportation to disinfection and storage—it reduces the burden on healthcare staff, lowers cross-infection risks, and ensures safe and reliable medical waste handling. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68c141662849940036263600.jpg" width="850px" style="width:850px"/></div> SPT-1000: Innovative E-Type Patented Design The SPT-1000 demonstrated precise handling of Japan-standard pallets. Powered by AI adaptive image recognition, it performs real-time pose correction, supports customized dimension recognition, and is compatible with multi-national pallet standards. With four-corner obstacle detection lasers, the system ensures all-round safety. Optional 2D/3D navigation further enhances adaptability, making it suitable for diverse applications from conventional warehouses to ultra-narrow aisles. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68c1417da2c3850037761bf9.jpg" width="850px" style="width:850px"/></div> SRC Controllers: The Ultimate Robot Brain As a core SEER Robotics product, the booth showcased the complete set of modules required for developing robots based on the SRC-3000FS safety controller. The SRC-3000FS integrates a one-piece safety PLC, achieving breakthroughs in integration, compactness, and cost-effectiveness through hardware optimization and software iteration. The forklift-specific version doubles computing power for stable operations in complex environments, while introducing a new calibration technology that automatically identifies defective calibration tasks—reducing traditional calibration time from two hours to just 30 minutes, dramatically improving deployment efficiency. The Robot Development Wall displayed perception, execution, and energy modules, while more than 300 plug-and-play online components—fully compatible with SRC controllers—are available, solving long-standing industry pain points such as long development cycles, high customization costs, and complex component selection. The one-stop robot development portfolio further includes entry-level controllers SRC-880 and SRC-1000, the versatile SRC-2000 series, and the embodied-intelligence controller SRC-5000, enabling rapid development from traditional intelligent robots to next-generation humanoids. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68c14190180db500303dca99.jpg" width="850px" style="width:850px"/></div> Global Recognition: 1,500+ Customers Worldwide As the world’s largest intelligent robotics company centered on control systems, SEER Robotics has established a strong global presence through technological excellence and forward-looking strategy. From 2023 to 2024, SEER Robotics achieved the world’s top sales of robot controllers for two consecutive years, and pioneered the world’s first large-scale open platform for intelligent robotics—continuously driving ecosystem innovation and technological advancement. Today, SEER Robotics’ products and services are deployed in over 65 countries and regions, serving more than 1,500 customers worldwide, including Siemens, FAW-Volkswagen, Samsung, Walmart, Opple Lighting, Haier, and Colgate. These partnerships span industries such as industrial manufacturing, consumer electronics, healthcare, and retail. This global trust stems not only from SEER Robotics’ leading technology and product capabilities but also from its deep understanding of customer needs and commitment to long-term empowerment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68c141aadbed0b0043a1a31c.jpg" width="850px" style="width:850px"/></div> SEER Robotics, Build your own robot fleet within days!

SEER Robotics Showcases at LTT 2025 with One-Stop Robot Solutions Winning Global Recognition

Recently, SEER Robotics, with its SEER Robotics Software Suite, has won one of the world&#x27;s most influential industrial design awards — the Red Dot Award. This marks the first time the Red Dot Award has recognized a software system in the industrial sector, signaling a historic breakthrough for industrial intelligence software. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68b54f1f2d584b0908c775d5.png" width="850px" style="width:850px"/></div> Global Recognition of the Red Dot Award Founded in 1955, the Red Dot Award is renowned for its rigorous evaluation standards and forward-looking design philosophy, assessing innovation, functionality, aesthetic value, and social impact. It is widely regarded as a benchmark in the global industrial design community. SEER Robotics’ award demonstrates the international design community’s high recognition of its innovation and application value in industrial intelligence. SEER Robotics Software Suite: Building a Complete Smart Manufacturing Ecosystem As the first open industrial software system covering the entire “develop–acquire–use” process, the SEER Robotics Software Suite centers on an “integrated platform + open interfaces” approach, creating a comprehensive smart manufacturing ecosystem. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68b54f842d584b0908c775d6.png" width="850px" style="width:850px"/></div> Develop: One-Stop Implementation Tool – Roboshop Provides full lifecycle management capabilities for SEER Robotics’ entire device portfolio, supporting parameter configuration, mapping, system commissioning, and application development. Its graphical interface makes configuration and deployment more efficient, while open secondary development interfaces help customers quickly implement customized features. Acquire: One-Stop Selection Platform – Nebula Integrates over 1,000 intelligent devices equipped with SRC controllers, with clear categorization and intuitive comparisons. It supports full-process visual delivery and real-time progress tracking, enabling customers to achieve a true “what you see is what you get” experience during device selection. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68b54f94d5493a08fda35198.png" width="850px" style="width:850px"/></div> Use: M4 Intelligent Logistics Management System and Visualization Products Offers comprehensive capabilities including task planning, simulation, intelligent scheduling, business decision support, and human-machine interaction. It supports low-code configuration and multi-language secondary development. Users can get started after brief training, quickly achieving personalized deployment, greatly lowering the barrier to use, and improving overall operational efficiency. Build Your Own Robot Fleet Within Days SEER Robotics remains committed to its mission of making intelligent robots accessible to all. Winning the Red Dot Award not only acknowledges its excellence in product design and user experience but also highlights its determination and capability in driving global smart manufacturing and digital transformation. In the future, SEER Robotics will continue to innovate, reshaping industrial interaction and creating higher-value intelligent experiences for businesses and society. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68b54f67f05493093082ecee.jpg" width="850px" style="width:850px"/></div>

SEER Robotics Wins Prestigious Red Dot Design Award with SEER Robotics Software Suite

EP04 | Lost or Locked In? How Robots Really Navigate the World <div class="media-wrap embed-wrap"><div><iframe width="850" height="450" src="https://www.youtube.com/embed/pkzD4UFGq6o?si=K1Ql0TJej36v-nwk" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe></div></div>

EP04 | Lost or Locked In? How Robots Really Navigate the World

On August 8, the global benchmark for robotics technology, the 2025 World Robot Conference (WRC), grandly opened at the Beijing Etrong International Exhibition &amp; Convention Center. Under the theme &quot;Smarter Robots, More Intelligent Embodiment,&quot; the conference focused on intelligent robotics, breakthroughs in key technologies for expanding robot application scenarios, and showcased the latest advancements and future trends in the global robotics industry. As the builder of the world’s first large-scale open platform for intelligent robots, SEER Robotics made a strong appearance at Booth B211 in Hall B, demonstrating breakthrough applications of embodied AI in industrial settings. Beyond presenting the &quot;robot brain&quot; (core control system), the company also highlighted multiple innovative applications enabled by this system, combined with embodied AI technology. On-site, the embodied intelligent wheeled humanoid robot, performance-upgraded &amp; inspection-ready quadruped robot dog, new omnidirectional intelligent forklift, rotating lift robot, full-series controllers, and SEER Robotics’ software products that won the 2025 Red Dot Design Award were all showcased. Through real-world scenario demos and practical applications, the booth attracted large crowds, becoming one of the most eye-catching exhibits at the event. Embodied Intelligence Robot Live Demo Zone Draws Major Attention The embodied intelligence wheeled humanoid robot, positioned at the center of SEER Robotics’ booth, was undoubtedly the star exhibit. As a &quot;practical workhorse,&quot; this robot is equipped with a 3D recognition camera, enabling it to accurately locate target objects, determine their posture, acquire 3D structural information, and achieve precise grasping. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a1e327361324c330d021.jpg" width="850px" style="width:850px"/></div> With 40+ degrees of freedom, the robot performed smooth and agile movements on-site, demonstrating exceptional flexibility and intelligence in both complex pick-and-place operations and flexible lifting/lowering maneuvers. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a1fce3748c24e71fc0a9.jpg" width="850px" style="width:850px"/></div> This capability stems from its powerful integrated control system—the SRC-5000, the world’s first integrated embodied AI controller developed by SEER Robotics specifically for embodied AI applications. This controller breakthrough integrates AGI functionality into industrial-grade intelligent controllers, significantly enhancing perception, planning, and interaction capabilities in intelligent robots. The performance-upgraded quadruped robot dog also stole the spotlight, effortlessly navigating rugged terrain, narrow passages, and other complex environments. Featuring active disturbance rejection algorithms and high joint torque, it maintains a stable posture even in dynamic conditions. Additionally, it boasts an industry-leading 2kW/kg peak power density joint system, delivering superior power output for applications in education, research, inspection, outdoor exploration, and more. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a222e3748c24e71fc0aa.jpg" width="850px" style="width:850px"/></div> Two quadruped robot dogs equipped with SEER Robotics’ controllers were demonstrated. One, fitted with inspection modules, focused on patrol tasks within the venue, while the other was located in the outdoor area, engaging in close interaction with visitors. Its lively movements and quick responses draw crowds for photos and hands-on experiences. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a27de3748c24e71fc0ab.jpg" width="850px" style="width:850px"/></div> Open Platform for Smart Robots: Diverse Products Unleash Intelligent Manufacturing Potential Another debut was the omnidirectional intelligent forklift, co-developed with partners and newly listed on SEER Robotics’ Nebula System. Capable of omnidirectional movement, it navigates tight spaces with ease, significantly improving efficiency and flexibility in industrial settings. At the event, it showcased multi-layer pallet stacking and destacking using its omnidirectional mobility, with built-in AI algorithms enabling adaptive recognition and fork adjustment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a2915029c0246de3ed2d.gif" width="850px" style="width:850px"/></div> The rotating lift robot demonstrated its flexible rotation and lifting capabilities in confined spaces, along with smart algorithm-based auto-correction. Its unique rotating lift mechanism allows smooth steering and in-place cargo rotation, minimizing aisle width requirements and boosting space utilization. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a2a448579b24db74aa76.gif" width="850px" style="width:850px"/></div> In addition to dynamic robot demos, SEER Robotics emphasized the &quot;brain&quot; and support systems—its full-series controllers and core software. Full-Series Controllers: Covering high, mid, and low-tier development needs, these provide a one-stop robot development solution based on SRC controllers. The offering includes diverse industrial chain accessories and Roboshop, a one-stop deployment tool, enabling barrier-free robot development for customers. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a2cc5ac24624da6776a2.jpg" width="850px" style="width:850px"/></div> Nebula System: A one-stop robot selection platform with a &quot;what you see is what you get&quot; interface, helping users quickly configure robots to their needs. It supports full-process delivery tracking, allowing real-time project monitoring and accelerated deployment. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a3875ac24624da6776a3.jpg" width="850px" style="width:850px"/></div> M4 Smart Logistics Management System: Delivering &quot;All in One&quot; management with robots at the core. It optimizes task allocation, route planning, traffic control, and inventory distribution, elevating enterprise-level robot management. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a39c91398824e881d5cf.jpg" width="850px" style="width:850px"/></div> Visualization Solutions: Transforming complex data into intuitive interfaces, these tools provide multi-level monitoring, feature fusion, and lifecycle management across industrial sectors. This helps users keep track of robot operation status and business process progress in real time, providing strong support for enterprise decision-making. Online-Offline Interactive Showcase Makes Booth a Vibrant Highlight SEER Robotics not only captivated on-site visitors with cutting-edge tech displays but also enhanced online engagement through well-orchestrated online-offline Interactive events. During the conference, SEER Robotics Co-Founder Ye Yangsheng and Mars Accelerator CEO Chen Liang co-hosted a live stream, guiding viewers on a virtual tour to experience the magic of embodied AI. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2a3c39ba6d9241a77de5d.gif" width="850px" style="width:850px"/></div> Beyond the booths, SEER Robotics is also committed to practical applications. The WRC 2025 may have concluded, but SEER Robotics’ innovation never stops. From core tech breakthroughs to real-world value creation, we remain committed to our vision: &quot;Build your own robot fleet within days!&quot; The live demo of the wheeled humanoid robot was not just a showcase of SEER Robotics’ embodied AI prowess; it also marked a practical step toward moving smart robots from &quot;lab demos&quot; to &quot;factory-floor applications.&quot; By integrating multi-layer semantic mapping, end-to-end models, VLA, and other multimodal AI, SEER Robotics is solidifying AGI-powered robot brains and driving embodied AI + industry toward true implementation. With a strong industrial foundation and a focus on embodied AI frontiers, SEER Robotics will continue advancing core control technologies, collaborating with ecosystem partners to scale smart robot deployments across broader scenarios, ushering in a smarter, more efficient future.

WRC 2025 | Unlocking Embodied AI + New Industrial Momentum! SEER Robotics’ Wheeled Humanoid Robot Gets Your Work Done!

Following the enthusiastic response from last month&#x27;s Oxford and Cambridge University session, on the afternoon of August 6, the 2025 Global Youth Talent Pudong Tour (European and American Universities Session) chose to visit SEER Robotics during its corporate exploration segment. A delegation of 35 outstanding young students from prestigious universities such as Harvard University delved into SEER Robotics&#x27; exhibition hall, experiencing cutting-edge embodied AI technologies firsthand and gaining in-depth insights into the intelligent robotics industry. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2c2a8cdabb625383349dc.jpg" width="850px" style="width:850px"/></div> At the beginning of the event, the students toured SEER Robotics&#x27; digital headquarters exhibition hall. They not only learned about the company&#x27;s entrepreneurial journey and development milestones but also observed robot control technologies centered around the &quot;AGI Robot Brain,&quot; advanced industrial software products, and various innovative achievements in intelligent robotics. Inside the exhibition hall, intelligent robots performed dynamic demonstrations, vividly illustrating the industry trend of &quot;generalized software and scenario-specific hardware.&quot; The students were amazed by the robots&#x27; robust capabilities in complex industrial applications and engaged in lively discussions about potential robot use cases. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2c383b85d9a255471ce4a.gif" width="850px" style="width:850px"/></div> Subsequently, Xiong Min, SEER Robotics&#x27; recruitment lead, delivered an engaging presentation focusing on the company&#x27;s platform strategy and diverse talent ecosystem, sparking great interest among the attendees. Representatives from top universities like Harvard actively participated in Q&amp;A sessions, diving deep into discussions about SEER Robotics&#x27; core competitiveness and talent development initiatives. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/68a2c3a7805be1253fea10d2.jpg" width="850px" style="width:850px"/></div>This European and American university visit not only established a direct dialogue bridge between SEER Robotics and top global young talents but also reaffirmed Pudong New Area&#x27;s strong appeal as an international talent hub. &quot;Accelerate an open and diverse intelligent civilization, Build your own robot fleet within days!&quot; SEER Robotics warmly welcomes all outstanding students who are passionate and dream of the robot industry to join and create a new future for robots together!

2025 Global Youth Talent Pudong Tour: Top European and American University Students Visit SEER Robotics

“5 hours of live-streamed exploration, 2 days of in-depth dialogue, 30,000 steps per day, 40+ LLMs, 90+ robots… Let’s talk about what I witnessed at WAIC 2025.” — Ye Yangsheng, Co-founder of SEER Robotics <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/688b04ee797840072166b365.jpg" width="850px" style="width:850px"/></div> Wheeled Humanoid Robots: The Eve of Explosion Has Arrived At WAIC 2025, real-world applications of wheeled humanoid robots far outnumbered those of bipedal humanoids. While bipedal models continue to demonstrate walking and dancing, wheeled humanoids have already entered practical scenarios—moving boxes, picking goods, folding clothes, or even playing mahjong as a companion—integrating deeply into both industrial and everyday environments. Market signals indicate that wheeled humanoid robots are approaching a critical inflection point, similar to mobile robots in 2018. Drawing a parallel to mobile robotics:🌟 2014–2015: Emergence of startups 🌟 2018–2019: Explosive phase of technology validation 🌟 Post-2020: Mature supply chains drove large-scale adoption Wheeled humanoids are following this trajectory and have now entered the technology validation phase. Pilot applications are expected to emerge next year, with stable deployment possible within 2–3 years.SEER Robotics has committed to the wheeled humanoid direction since day one. At WAIC 2025, SEER Robotics demonstrated highly precise and smooth material handling using wheeled humanoid robots. The core enabler is their robust &quot;brain&quot;—the SRC-5000, an all-in-one controller developed by SEER Robotics specifically for embodied intelligence. It supports fully integrated control of the humanoid’s “hands, eyes, and legs” with millisecond-level coordination, ensuring high precision and fluid motion. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/688b053a797840072166b366.gif" width="850px" style="width:850px"/></div> Wheeled-Legged Quadrupeds: The Optimal Balance of Efficiency and Stability Another major highlight was the wide array of robotic dogs—handling waste, performing area inspections, interactive shows, and even rescue operations. With SEER Robotics’ controller onboard, the quadruped robot transforms into an autonomous inspection warrior—mapping the 3D environment of the expo hall in real time and navigating autonomously without remote control. The trend toward wheeled-legged configurations is clear. Several models performed impressively on stairs and inclines, maintaining stability while drastically improving efficiency. This hybrid structure enables superior obstacle negotiation and high-speed mobility, covering up to 90% of use cases efficiently—positioning it as a likely mainstream form factor. SEER Robotics remains focused on control systems, integrating autonomous navigation and motion control to provide robotic dogs with a powerful “brain,” translating performative moves into industrial-grade capabilities. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/688b054fed9b8d072f759b3a.gif" width="850px" style="width:850px"/></div> Technical Challenges Awaiting Breakthrough The Dual-Arm Dilemma: Idle Luxury? In retail demo zones—among the most common at WAIC—humanoid robots often execute tasks like opening cabinets or picking items with only one arm, while the other remains idle. This prompts reflection: Are traditional dual-arm composite robots truly necessary for these scenarios? In actual applications, practicality trumps complexity. Efficiency rules. A single arm may, in fact, be more suited to the task. Dexterous Hands: The Struggle of Coordination Dexterous robotic hands typically exceed six degrees of freedom, dramatically increasing coordination complexity. Currently, they face three major hurdles:1. Lack of mature technical models 2. Insufficient real-world data 3. Unclear application scenarios True application of dexterous hands may still rely on future breakthroughs in large model technologies. The Teleoperation Illusion: The Reality Behind 30% Success Rates Data collection for teleoperated humanoid robots is difficult and often inaccurate. For example, the absence of wrist joints means collected motion data deviates significantly from human biomechanics, leading to non-representative datasets. Moreover, most current systems lack tactile, force, and temperature feedback—resulting in failed or unnecessary actions. Teleoperation success rates remain low, with limited reliability. When Will Humanoids Actually Be Productive? High-reliability, high-generalization control systems are the core driving force for robotics evolution. The successful deployment of intelligent robots depends on more than scenarios, costs, or data—it requires fundamental breakthroughs in control architecture. This mirrors the development path of autonomous driving: starting from L1 and L2 functional maturity and gradually advancing. Skipping straight to L4 or L5 without a reliable foundation is neither feasible nor sustainable. Generalization and higher-level intelligence must be built on rock-solid dependability. By staying focused on its core advantages, SEER Robotics is accelerating the development of AGI-based robot brains, working to build your own robot fleet within days, making embodied intelligence accessible to all, and ultimately enabling humanoid robots to perform real work in the real world.<blockquote data-start="5434" data-end="5664"> “The most authentic pulse of the exhibition often lies hidden in overlooked technical nuances and industrial power plays. By recognizing the true challenges, we can face the future with even greater optimism.” — Ye Yangsheng</blockquote>

Insights from WAIC 2025: Reflections by Mr. Ye Yangsheng

From September 10 to 12, 2025, global robotics pioneer SEER Robotics will make a prominent appearance at Booth 507, Hall 7 of Tokyo Big Sight, participating in 2025 Logis‑Tech Tokyo, one of Asia’s leading logistics technology exhibitions. Under the theme &quot;Build Your Own Robot Fleet Within Days&quot;, SEER Robotics will showcase its full-stack solutions — from versatile robot types and flexible scheduling systems to efficient development platforms — demonstrating how businesses can easily begin their journey toward intelligent transformation. Whether you&#x27;re in logistics, manufacturing, or smart warehousing, we warmly invite you to visit us and explore the new frontiers of robotics technology together. 📅 Date: September 10–12, 2025 📍 Venue: Tokyo Big Sight, Japan 📌 Booth: Hall 7 – 507 👉Audience Pass Registration Website（EN）：<a href="https://www.logistech-online.com/en/registration.php?exhibitor=EX000227" target="_blank" contenteditable="false" rel="noopener noreferrer" data-eleid="4" data-lark-is-custom="true" data-lark-link="true" class="link rich-text-anchor __anchor-intercept-flag__">https://www.logistech-online.com/en/registration.php?exhibitor=EX000227</a>👉Audience Pass Registration Website（JP）：<a href="https://www.logistech-online.com/jp/registration.php?exhibitor=EX000227" target="_blank" contenteditable="false" rel="noopener noreferrer" data-eleid="7" data-lark-is-custom="true" data-lark-link="true" class="link rich-text-anchor __anchor-intercept-flag__">https://www.logistech-online.com/jp/registration.php?exhibitor=EX000227</a> Let’s meet in Tokyo and shape the future of smart logistics together! <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/6882eedabfcd3e019b5fdb28.jpg" width="850px" style="width:850px"/></div>

SEER Robotics Invites You to 2025 Logis‑Tech Tokyo – Build Your Own Robot Fleet Within Days!

SEER Robotics has once again been globally recognized for its excellence in innovation and product design. At the prestigious A’ Design Award, often dubbed the “Oscars of the design world,” three of SEER Robotics’ flagship products stood out among tens of thousands of entries worldwide, earning top honors: 🏆 Wheeled Humanoid Robot with Embodied Intelligence – Silver Award 🏆 SRC-5000: The World’s First All-in-One Controller for Embodied Intelligence – Bronze Award 🏆 Power X: The World’s First Modular Robot Charger – Bronze Award <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/688b10f166e3ab077e153f24.gif" width="850px" style="width:850px"/></div>Engineering Brilliance Meets Global Acclaim The Silver Award-winning Wheeled Humanoid Robot represents a fusion of forward-thinking industrial design and engineering excellence. As a flagship model of SEER Robotics’ embodied intelligence product line, it showcases: 1. Innovative Architecture: Breaking from overly mechanical forms, the robot features a streamlined, minimalist aesthetic with harmonious proportions. Its original wheeled-humanoid form and adjustable chassis enable seamless switching between mobility and operation modes—surpassing the limitations of traditional legged locomotion and delivering superior flexibility. 2. Advanced Performance: Designed for high generalization, the robot supports continuous learning and optimization, becoming more intelligent and efficient with each use. 3. Cutting-edge Interaction: Transparent, visible design in key modules allows intuitive visual interaction and quick component replacement—blending futuristic aesthetics with practical usability. 4Refined Craftsmanship: Built with premium materials and components, it is engineered for wide-range temperature resilience and robust performance in hazardous and complex environments. About the A’ Design Award: The “Oscars” of Global Design The A’ Design Award is one of the largest and most influential international design competitions, with dual endorsement from the International Council of Societies of Industrial Design (ICSID) and the Bureau of European Design Associations (BEDA). ✨ Authoritative Recognition: The award is globally regarded as a benchmark for design excellence. ✨ Rigorous Evaluation: Each year, the competition receives tens of thousands of entries worldwide. Judging is conducted via a blind peer review process by over 200 international design experts. Only around 10% of submissions advance past the first review stage, highlighting the intensity of the competition. <div class="media-wrap image-wrap align-center" style="text-align:center"><img src="https://cdn1.seer-group.com/static/688b116841905b073d7e1756.jpg" width="850px" style="width:850px"/></div> A Global Endorsement of Chinese Innovation SEER Robotics’ recognition on this world-class design stage not only underscores the company’s excellence in intelligent manufacturing and design aesthetics, but also affirms its strengths in product engineering, user experience, and reliability.This achievement serves as a strong international endorsement of SEER Robotics’ commitment to advancing the boundaries of intelligent robotics—both in technical depth and design innovation—as it continues to fulfill its mission: SEER Robotics, Build your own robot fleet within days!

Design’s Highest Honor: SEER Robotics’ Wheeled Humanoid Robot Wins A’ Design Award in Italy

On July 17, the 2025 Global Youth Talent Pudong Tour (Oxford–Cambridge Special Session) was successfully held at the Pudong International Talent Hub. The event gathered 41 doctoral students from the University of Oxford, University of Cambridge, and other world-renowned institutions. These scholars specialize in frontier fields including computer science, robotics, artificial intelligence, advanced manufacturing, and clinical medicine. Many have already distinguished themselves in their respective domains, bringing both deep academic expertise and forward-thinking perspectives on the future of technology. As the only invited tech enterprise representative in this session, SEER Robotics was represented by Vice President Ding Xia, who engaged in a vibrant dialogue with the young talents from Oxford and Cambridge around the future of robotics. During the exchange, SEER Robotics showcased its vision as a global leader in general-purpose intelligent robot platforms, along with its innovative practices in embodied intelligence. Ding Xia extended a sincere invitation for high-potential, high-growth international talent to join Pudong—and to join SEER Robotics. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/688b15b805c4fc0799be9b63.jpg" width="850px" style="width:850px"/></div> From Fixed Automation to General-Purpose Intelligence: SEER Robotics Leads the Way The global robotics industry has evolved from fixed-function automation to intelligence-augmented robotics, and now to the era of high-level intelligent robots, moving toward general-purpose intelligent robots. At the high-level intelligence stage, the industry exhibits a clear trend: software generalization and hardware specialization. The rise of a platform-based ecosystem—centered on the “robot brain”—has become the key mode of advancement. Ding Xia’s insight, “No single company can build all the robots; no single factory will use just one type of robot,” sparked strong resonance among the audience. SEER Robotics’ strategy is to continuously enhance its AGI-driven robot brain and has successfully established the world’s first large-scale open platform for intelligent robots—enabling a future where anyone can build their own robot fleet within days. This open platform strategy led to enthusiastic discussion among the audience, focusing on SEER Robotics’ core competitiveness. What Makes SEER Robotics Different? One Oxford PhD student posed a sharp question: In a competitive landscape with both specialized startups and tech giants boasting powerful hardware ecosystems, what truly sets SEER Robotics apart? Ding Xia responded: <blockquote data-start="2802" data-end="3442"> “Our most essential and hardest-to-replicate advantage lies in the deep expertise and vast real-world data we’ve accumulated over years of serving industrial logistics and manufacturing scenarios. </blockquote><blockquote> These environments are highly customized, non-standardized, and incredibly diverse—unlike other domains where rules are more predictable. SEER Robotics has worked directly with over 2,500 end customers and integrators, deeply understanding their complex needs. </blockquote><blockquote> This has given us unparalleled technical depth and scenario insight, forming high entry barriers and establishing the foundation for our open platform.”</blockquote> <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/688b163d41905b073d7e1757.jpg" width="850px" style="width:850px"/></div> From RoboCup Champions to Global Robotics Leaders SEER Robotics was founded by a team that won three RoboCup world championships, embedding a strong culture of student-led innovation, boundary-pushing creativity, and an unwavering focus on practical deployment. The company has built a young, energetic, and global team with an average age of just 28 years old, and rapidly grown into the world’s largest intelligent robotics company centered on control systems. Today, SEER Robotics provides products and services in over 65 countries and regions, supporting 1,500+ world-leading customers. <div class="media-wrap image-wrap align-center" style="text-align:center"><img class="media-wrap image-wrap align-center" src="https://cdn1.seer-group.com/static/688b166905c4fc0799be9b64.jpg" width="850px" style="width:850px"/></div> An Open Invitation to the World’s Brightest Young Talents In her closing remarks, Ding Xia extended a heartfelt invitation to the Oxford and Cambridge scholars: <blockquote data-start="4271" data-end="4813"> “Pudong offers the most cutting-edge industries, the strongest innovation momentum, and the most competitive talent policies. As one of Pudong’s flagship deep-tech enterprises, SEER Robotics has achieved exceptional milestones in the field of intelligent mobile robots. </blockquote><blockquote> We welcome all global young talents with dreams in AI and robotics to join SEER Robotics. Here, you’ll help define the future of high-level intelligent robots—and even general-purpose robotics. </blockquote><blockquote> Come to Pudong—show the world what you can do!”</blockquote> Following the event, many attendees expressed strong interest in SEER Robotics’ platform strategy and vibrant culture. Several PhD researchers specializing in AI and robotics have already scheduled visits to SEER Robotics’ headquarters for deeper engagement. SEER Robotics remains fully open to all talented young minds who are passionate about robotics. Join us and co-create the next chapter in intelligent robotics!