Xinkong Technology successfully completed a Series A financing of tens of millions of RMB, with Duowei Capital serving as the long - term financial advisor | Duowei Transactions

Recently, "Xinkong Technology" announced the completion of tens of millions of RMB in Series A financing. This round of financing was invested by Huada Gongying, and Duowei Capital served as the long - term financial advisor. The funds from this round will be mainly used for the continuous R & D iteration of core technologies, the expansion of intelligent production lines, and the acceleration of market promotion to further consolidate the company's leading position in the field of intelligent manufacturing.

The grinding process is regarded as a typical "dirty, tiring, dangerous, and difficult" link in the manufacturing industry. It not only has high labor intensity and harsh working environments but also places extremely high requirements on operation accuracy and consistency. Traditional grinding heavily relies on the experience of skilled workers. This labor - intensive model not only has difficulty in improving efficiency but also faces challenges such as unstable quality and safety hazards. With the continuous rise of labor costs and the increasingly strict quality control standards in the manufacturing industry, the automation upgrade of the grinding link has become an industry necessity.

"Xinkong Technology" has been deeply involved in the grinding field for many years and successfully introduced large - model technology into the industrial control system, launching the epoch - making FSG control system (Full - Self Grinding). The system is centered around the neural network Transformer architecture and innovatively integrates two technical paths: the Point Transformer trajectory generation technology based on 3D point clouds and the Behavior Transformer behavior modeling technology based on video behavior learning, jointly constructing a set of high - precision and highly adaptable automated grinding solutions.

The Point Transformer technology focuses on accurately and automatically generating grinding trajectories using three - dimensional spatial point cloud data. With the self - developed XNN point cloud down - sampling algorithm, the system can not only retain key geometric feature points but also significantly optimize the trajectory planning efficiency while reducing redundant data. For workpieces with complex morphologies or extremely high precision requirements, such as precision molds, Point Transformer can also combine 3D scanning to achieve closed - loop control, dynamically compensate for trajectory errors in real - time, and effectively cope with unpredictable manufacturing disturbances such as material deformation and clamping errors, ensuring that each grinding operation is accurate and reliable.

The Behavior Transformer technology adopts a completely different approach from Point Transformer. Its core lies in simulating the experience and grinding behavior patterns of human operators to generate machining trajectories. It learns from the action videos of senior operators, extracts the implicit behavior logic and experience patterns, and converts them into grinding strategies that machines can execute. This technology is particularly suitable for scenarios with large morphological changes or high precision tolerance. Its core advantage lies in its excellent learning and generalization abilities. By combining technologies such as behavior feature segmentation and action sequence scaling, the system can flexibly adapt to working conditions with different processes and rhythms, achieving efficient substitution in more real - world grinding scenarios.

By constructing a "dual - engine" driving architecture, "Xinkong Technology" not only achieves precise grinding under complex working conditions but also meets the flexible adaptation requirements in diverse scenarios. Whether it is in the automotive manufacturing, 3C electronics, or furniture, sanitary ware, and electrical appliance industries for surface polishing and grinding, "Xinkong Technology" provides a more efficient, safe, and intelligent alternative solution. In the future, the company will continue to expand the application boundaries of grinding automation in a wider range of industrial scenarios and promote intelligent manufacturing to a higher level.