HumanSignal tested video models (Seedance, Veo, Kling) to generate a household robot ad where the robot fails to spill water convincingly. While character consistency proved manageable with reference images, the models struggled with physics simulation and deliberate task failure, revealing gaps between visual plausibility and true physical world understanding.