W2-VLA keeps robot control above 80 Hz

World-to-Wrist VLA maintained action-generation rates above 80 Hz while forecasting future wrist-camera latents to improve fine-grained, contact-sensitive robot manipulation. The researchers report gains across LIBERO, RoboTwin 2.0, and real-world single-arm and bimanual tasks, using the global task view to predict how local hand-object interactions should evolve. For operators applying the 20x simulation funnel for physical-AI testing, the useful design cue is to stop treating global and wrist cameras as interchangeable inputs; qualify future-aware local perception under real contact failures before expanding a pilot.