Upgrades can be realized without relying on open-source frameworks or modifying any hardware: The Guixu Body Topology Architecture is open for technical cooperation to solve the difficulties in mass production and practical deployment of humanoid robots.
At present, China's domestic humanoid robot industry has entered a period of rapid expansion, with capital, factories and technology enterprises continuously increasing investment in the embodied intelligence track. As the pace of mass production and implementation accelerates, a unified consensus has gradually taken shape across the industry: at the current stage, most humanoid robot products can only complete performance actions in controlled laboratories, preset scenarios and standardized stage environments, and cannot adapt to the complex, dynamic and unstructured real operation scenarios in the industry. The products are still in the "display product stage" as a whole, and it is difficult for them to truly enter production lines to replace manual operations. Four structural pain points, namely weak environmental adaptability, solidified operation actions, insufficient dynamic stability and lack of fault self-healing capability, are widespread in the industry, which severely restrict the commercialization process of humanoid robots. Against this background, the Gui Xu Theoretical Laboratory has independently developed a global self-consistent topology architecture to specifically solve the bottlenecks restricting the industrial implementation of humanoid robots. At present, the project opens up technical cooperation and joint R&D channels to the industry.
High industry implementation threshold, humanoid robots face the dilemma of lack of standardization capabilities
From the current status of the industry, the walking, balancing and operation logic of the vast majority of humanoid robots are highly dependent on environment modeling, preset trajectory planning, action template library matching and manual remote assistance. Before the equipment runs, it is necessary to survey the scene, construct maps and mark points in advance. Once entering real industrial scenarios with uneven ground, changing light, cluttered environment and dynamic interference, problems such as gait drift, posture imbalance and walking stuttering are very likely to occur, making it impossible to realize autonomous passage in free environments.
In terms of operation capabilities, the hand operation of mainstream robots on the market relies on pre-stored action libraries, and actions such as grasping, assembly and alignment are all fixed paradigms entered in advance. In the face of flexible operation scenarios with workpiece offset, non-standard dimensions and dynamic working condition changes, they cannot independently generate adapted actions, and the flexibility of intelligent operation is far lower than that of human workers. At the same time, under dynamic working conditions such as unilateral force application, sideways operation and load-bearing operation, the center of gravity of the robot continues to shift, the dynamic anti-disturbance capability is weak, and the stability in the operation process is insufficient, making it difficult to meet the requirements of long-term continuous operation on assembly lines.
In addition, industrial equipment in the industry generally lacks an industrial-grade fault recovery system. Under working conditions such as walking imbalance, environmental interference, task interruption, voltage fluctuation and posture misalignment, the equipment will directly terminate the task and reset the system, requiring manual intervention for reset and restart, with no breakpoint memory and autonomous resume operation capability. The above problems together constitute the core technical barrier for humanoid robots to transform from display products to industrial productivity tools, and are also the fundamental reason why the entire industry is currently difficult to achieve large-scale commercial application.
Self-developed Gui Xu Body architecture builds four core capabilities to make up for the shortcomings in industrial implementation
To address the common problems in the industry, the Gui Xu Theoretical Laboratory has independently developed the Gui Xu Body global self-consistent topology architecture. Different from the traditional technical routes of MPC control, reinforcement learning training and direct driving by general large models, it adopts the underlying logic of native topology self-consistency, virtual-reality hedging and constraint convergence, does not rely on open source frameworks and general algorithm systems, and can complete the "secondary brain upgrade" for the existing mature humanoid robot hardware. Without modifying the hardware structure of the robot body, it can comprehensively improve the autonomous operation level of the robot and make up for the four core shortcomings of the industry.
This architecture breaks the serial lag logic of perception, modeling, planning and execution of traditional robots, and establishes an autonomous balance system with the steady state of the robot body topology as the core, getting rid of the dependence on scene mapping, preset paths and controlled environments, so that the robot can adaptively adjust its gait in completely unknown and dynamically changing free scenarios, and realize autonomous and stable walking in all environments. In terms of manual operation, the architecture abandons the templated action output mode, and through the three-layer closed-loop mechanism of task semantic parsing, operation constraint convergence and real-time action generation, it generates brand new grasping, alignment, fine-tuning and assembly actions from scratch according to the real-time workpiece status and operation requirements, realizing human-like flexible operation capability.
At the same time, the architecture constructs a two-way coupling regulation system for operation and center of gravity, which can offset the eccentric force, torsion moment and dynamic disturbance generated by upper limb operation in real time, ensure that the robot can stand stably continuously during force application operation and dynamic operation, and get rid of the dependence on pre-stored optimal action parameters. Aiming at the high stability requirements of industrial scenarios, the architecture is equipped with global state snapshot, fault topology tracing and breakpoint autonomous resume operation mechanisms, which can identify various on-site fault states, independently complete posture reset, working condition adaptation and task continuation, realize self-healing continuous operation without human intervention, and meet the operation standards of industrial equipment.
Open multi-dimensional industrial cooperation to promote the implementation of industrialization standards for humanoid robots
At present, China's domestic humanoid robot industry is in a critical transition period from technical demonstration to industrial implementation, and the market is in urgent need of standardized intelligent core solutions that can be mass-produced, put into work and adapt to all scenarios. The Gui Xu Body global self-consistent topology architecture is not limited to the verification of a single prototype, and has the industrialization capabilities of cross-hardware adaptation, cross-scenario migration and systematic iteration. It can adapt to the whole machine hardware of multiple brands of humanoid robots, and has broad market application space and industrial upgrading value.
At the current stage, the project opens up diversified cooperation modes to the whole industry, and welcomes in-depth cooperation from humanoid robot complete machine enterprises, robot component manufacturers, university scientific research laboratories, intelligent manufacturing factories and industrial capital. The project can provide various cooperation forms such as technical core authorization, complete machine joint R&D, pilot implementation of industrial scenarios, and joint application for scientific research topics. Relying on the self-developed underlying architecture, we will jointly polish industrial-grade humanoid robot operation solutions, and promote embodied intelligent equipment to truly achieve mass production and post deployment in factories.
In the future, the Gui Xu Theoretical Laboratory will continue to iterate the global topology self-consistency technical system, deeply cultivate the track of industrial implementation of humanoid robots, establish the underlying technical standards for autonomous operation, dynamic stability and fault self-healing in the industry, and promote the domestic humanoid robot industry to fully enter a new development stage of "productivity implementation" from "demonstration and display".