The BilliardPhys-Bench benchmark reveals that current multimodal language models struggle with physical reasoning, particularly in predicting object interactions in complex scenarios. This highlights a critical area for improvement in AI models, suggesting a need for enhanced physical reasoning capabilities in future architectures.