The TGPO algorithm uses reinforcement learning with verifiable rewards to fix temporal blindness in multimodal models. Current systems often rely on spatial shortcuts rather than event ordering. This research from Apple forces models to prioritize the evolution of actions. It improves how AI understands egocentric video sequences for more reliable activity recognition.