Walden Robotics, a startup spun out of the Toyota Research Institute in January 2026, is focusing on deploying general-purpose robots for manufacturing. The company secured $300 million in funding in July to scale its operations and integrate autonomous machines into factory environments.

Since May 2026, Walden's robots have been operating in full production shifts. They perform tasks such as machine tending, parts kitting, and subassembly. These roles were previously difficult to automate or had not been attempted by manufacturers, addressing a shortage of half a million machinist positions in the U.S.

The company utilizes a model where autonomous robots are supported by remote human assistance. When a robot encounters a situation it cannot resolve, it requests help, providing data that allows the system to learn and improve over time. This approach draws parallels to historical industrial management.

CoreWeave provides the necessary cloud infrastructure and simulation capabilities to train these robots in virtual environments before they are deployed. By combining mechanical engineering expertise with high-performance computing, the firms aim to bridge the gap between simulation and physical factory floor performance.