Russian logistics company RFL has introduced warehouse robots that rebuild routes "on the fly" and bypass obstacles

At the end of February 2026, it became known that the Russian logistics company RFL began using the MULE robotic platform developed by SM Robotics specialists on one of its warehouse complexes. The machine is designed to transport pallets with loads.

The MULE robot is a 1,500 kg autonomous pallet carrier. It can travel at a speed of 1.3 m/s. The device is able to build an environment map, form an optimal trajectory, rebuild the route "on the fly," detect and bypass obstacles and people. Self-learning functions based on neural network models and comprehensive security tools are implemented. In addition, emergency manual control is provided.

𝓲

Фото: SM Robotics

SM Robotics notes that when creating MULE, the emphasis was on maximum localization of production in Russia. The company independently manufactures many components of the machine, including the power frame, case and printed circuit boards (control, power, safety). Proprietary software responsible for management is used.

Thanks to this, we can easily customize our robot for client tasks, including if design modernization is required. Our developers can quickly make all changes to both hardware and software, says SM Robotics.

The robot supports SLAM navigation (simultaneous localization and map construction); this excludes route crossings. The M-Control Fleet Management System allows integration with Warehouse Process Automation and Optimization (WMS) software. It is possible to control the parameters of each robot. Based on the statistics collected, recommendations for improving workflows can be generated.^[1]

Notes