The Factory That Thinks

Factories are shifting from rigid industrial robots to Physical AI systems that can perceive, reason, and follow natural-language commands.

The promise is greater flexibility and efficiency across assembly lines, cobot stations, and warehouse logistics.

But adoption is slowed by simulation-to-reality gaps, weak data, and factory bottlenecks that break real-world performance.

The bigger challenge is redesigning workflows for safe human-robot collaboration, not just proving one robot can work in a demo.