NVIDIA shares how to evaluate general-purpose robot policies for real-world deployment - The Robot Report

# NVIDIA shares how to evaluate general-purpose robot policies for real-world deployment. RoboLab is NVIDIA’s simulation benchmarking platform. Today’s best systems can follow natural language instructions to pick, place, sort, and manipulate a wide variety of objects. But as these models grow more capable, evaluating them rigorously has become one of the field’s hardest unsolved problems. For a robot’s performance in the real world to be evaluated thoroughly, we need a reasonable proxy.

Simulation is the natural place to run large-scale robot evaluations. First, the data and environments used in policy training and evaluation are almost always drawn from the same visual source. When a model is fine-tuned on simulated data and evaluated in that same simulated environment, strong performanc