The Waymo research team has launched MotionLM for predicting the behavior of road traffic participants. Unlike traditional methods, MotionLM utilizes language modeling and does not require complex optimization programs. This method demonstrates exceptional performance in predicting the behaviors of road participants and is applicable to autonomous vehicles. MotionLM can simulate temporal causal relationships, enhancing prediction accuracy. This innovative approach is expected to promote advancements in the autonomous driving field.