Physix FrontierPhysix Frontier · News Briefing Card (Leiphone · Oct 8, 2026)
Zhijian Dynamics Shows Robot Tending Two CNC Machines at IROS 2026
KEY FACTS
- Feng Zongbao, head of reinforcement learning at Zhijian Dynamics, gave a talk at IROS 2026.
- Their approach lets a single robot autonomously tend two CNC machines.
- The gap between the workpiece and the chuck is only 0.5 millimeters, requiring operations such as grasping, loading, and part retrieval.
- The model was trained on only 600 real robot motion trajectories.
- The precision CNC insertion task achieved a 100% task success rate.
KEY DATA
0.5 millimetersWorkpiece-to-chuck gap
600Real robot trajectories used for training
100%Precision CNC insertion task success rate
15Successful runs of the nominal test fusion method
PHYSIX OBSERVATION
The 0.5-millimeter gap and 600 trajectories show that embodied intelligence is moving from demos toward factory tolerances and yield. Using a frozen policy plus an independent evaluator to avoid drift is an engineering signal: the competition is no longer about benchmark scores, but about stable cycle times and replicable deployment.
Source: Leiphone report