Research questionHow can wheeled-legged robots infer task-relevant contact and disturbances without force sensors?Contact-rich manipulation requires recognizing when contact begins, how loads change, and whether forces help or disrupt the task. Visual action policies lack direct physical awareness, while stabilization alone does not identify the role of an interaction.