As the competitive battleground in embodied intelligence shifts from model capability to real-world execution, the question of how robots can reliably carry out AI commands has become the key to unlocking industry growth. On September 4th, Hong Kong-listed HUAYAN ROBOTICS (01021) officially launched its next-generation HRC platform—a robotic "cerebellum" system designed for the era of embodied intelligence. This platform establishes a standardized, real-time control foundation that links high-level AI models with physical robotic bodies, enabling a diverse range of AI "brains" to operate atop a single, stable, and reliable low-level execution "cerebellum." The goal is to tackle core industry pain points such as the difficulty of deploying AI algorithms on physical robots, insufficient precision in dynamic interactive control, and the challenges of reusing tightly coupled software-hardware systems.
Positioning the HRC Platform: The Real-Time Control Core Between AI and the Physical World
Current industry trends show that while AI large models and reinforcement learning algorithms have dramatically boosted a robot's environmental comprehension, task planning, and autonomous decision-making, deploying these algorithms on physical robots often exposes shortcomings. These include inadequate precision in high-speed trajectories, lagging dynamic responses in complex environments, poor compliance during human-robot-object contact, and safety failures under external disturbances. The HRC platform serves as HUAYAN's "cerebellum" for embodied intelligence: it is compatible with a wide array of AI large models, proprietary enterprise algorithms, and reinforcement learning strategies at the top, while directly interfacing with the robot's joints, drivers, vision, force, and tactile sensors below. This creates a standardized, real-time control layer between intelligent decision-making and physical execution.
The platform constructs a complete closed-loop system of perception, decision, and execution, integrating core modules for motion control, multi-modal perception, safety response, and dynamic precise interaction. On the hardware side, it boasts an ultra-high 2kHz real-time control cycle, paired with EtherCAT high-speed real-time bus technology. This enables continuous data collection on joint status, visual images, and force-tactile feedback, allowing for millisecond-level dynamic compensation to address trajectory deviations, contact force changes, and sudden external disturbances. This fully meets the demanding standards for real-time responsiveness and stability required in high-speed, high-precision industrial operations.
Unlike traditional single-position control solutions, HRC enhances dynamic interaction between the robot and its environment, integrating impedance control and compliant force control algorithms. Impedance control establishes a dynamic mapping between motion trajectory and external forces, allowing the robot to autonomously adjust its movement amplitude based on real-time contact states. Compliant force control further adapts to high-interaction scenarios such as assembly, insertion, precision grinding, and flexible grasping. This allows the robot to move beyond simply replicating preset trajectories, achieving integrated control of position, force application, and environmental perception.
Two Decades of Technical Foundation Builds HRC's Irreplaceable Engineering Advantages
The HRC platform is not a hasty response to the current embodied intelligence trend. Instead, it represents the culmination of HUAYAN's two decades of motor technology and ten years of large-scale collaborative robot applications. Through long-term product iteration and industrial deployment, the company has systematically overcome common industry challenges, including suppressing errors in high-speed trajectories, optimizing dynamic response under variable loads, compensating for mechanical vibration and backlash, stabilizing force fluctuations during contact, and maintaining safety boundaries under external disturbances. Core capabilities in motion control, force control, compliant interaction, vibration suppression, and safety protection have been validated across tens of thousands of collaborative robots, creating a mature technical system that iterates and optimizes in a closed loop.
A common industry perception is that AI large models evolve rapidly with short update cycles, whereas a robot's underlying physical control capabilities are highly dependent on hardware, algorithms, and long-term accumulation of knowledge from countless industrial scenarios—making them difficult to replicate quickly. HRC embodies HUAYAN's over two decades of control engineering experience in the physical world, standardizing these fragmented foundational capabilities into a platform that can be openly reused across the entire industry.
An Open, Decoupled Architecture Enables Compatibility and Reuse Across Diverse AI Ecosystems
The current embodied intelligence landscape is highly diverse. Large models, reinforcement learning frameworks, and proprietary enterprise algorithms could all serve as the robot's "brain." Binding to a single AI solution would significantly restrict a robot's deployment flexibility. HRC adopts a fully open interface architecture that does not restrict the upper-level AI system, achieving a complete decoupling of intelligent algorithms from the underlying control base. The operational logic is clearly delineated: the upper-level AI model is responsible for environment recognition, task decomposition, and global strategy generation; HRC takes the AI's task instructions and translates them into high-precision real-time motion trajectories, dynamic force control parameters, and hierarchical safety execution logic.
This decoupled architecture delivers two core values: First, foundational capabilities like motion control, trajectory planning, impedance compliance, and safety protection can be reused as modules, eliminating the need to re-develop low-level drivers for each new AI algorithm. Second, it adapts to the rapid iteration pace of AI. As upper-level models are continuously updated and optimized, the HRC control base remains stable and unchanged. Enterprises avoid repeated investment in foundational development, significantly reducing the overall cost and lead time for deploying AI-driven robots.
Enabling the AI Virtual-Physical Loop as a Key Execution Vehicle for Embodied Intelligence
A complete embodied intelligence chain cannot stop at digital model training. Algorithms must be deployed on physical robots to perform real tasks and use multi-modal feedback data from the physical world to refine the models. HRC provides a standardized, real-time execution foundation for this entire virtual-physical loop. The complete logic is: AI Model → HRC → Real Robot → Multi-Modal Feedback → Reinforcement Learning → Strategy Optimization. With HRC's AI-robot real-time feedback channel, reinforcement learning algorithms can be validated directly on physical equipment in real-world scenarios. Data generated under actual operating conditions continuously feeds back into algorithm iteration, bridging the gap between digital simulation and the physical environment.
From an industrial value perspective, HRC is more than just a robot control system; it is the core execution-layer infrastructure that enables AI technology to move from digital models to physical entities.
Industry Outlook: A Unified Foundational Layer to Unlock the Full Potential of Embodied Intelligence
The future of the robotics industry points toward a landscape where "diverse upper-level AI systems coexist, while the low-level execution layer becomes standardized and universal." A diverse range of intelligent algorithms requires a stable, open, and reusable foundational control platform for deployment. HUAYAN's HRC platform, built on high real-time control capabilities and cemented by twenty years of motor expertise and ten years of collaborative robot industrial know-how, breaks down the barriers to deploying AI large models on physical robots. It aims to become the universal execution foundation of the embodied intelligence era, giving different "brains" access to a single, reliable "cerebellum" and driving AI's transition into the physical world to empower countless industries.
HUAYAN ROBOTICS (01021) is positioning itself at the forefront of the AI-robotics convergence with deep technological reserves and a forward-looking strategy. Leveraging its fully integrated, self-developed strengths in robot bodies, core components, and motion control algorithms, combined with the ecosystem empowerment of the open HRC platform, the company is well-placed to benefit from the long-term growth of humanoid robots, flexible manufacturing, and service-oriented embodied intelligence. It is further solidifying its leading position in the domestic foundational control segment of the robotics industry. In the vast expanse of embodied intelligence, HUAYAN ROBOTICS is making it easier for AI to enter robots and for robots to execute AI's commands more reliably.
Comments