
In robotic manipulation research, Vision-Language-Action (VLA) models and World Action Models (WAM) provide robots with different pathways for action generation. However, when a task extends from a single pick-and-place operation to continuous construction and bimanual coordination, success depends not only on whether the current action can be completed, but also on whether the conditions established earlier can continue to support subsequent execution.An














