Despite impressive advances in machine learning, recent claims that AI can replace physical laws are deeply flawed. Machine learning models often just replicate existing knowledge from data generated by known physics, lacking true understanding or causal reasoning. While AI is a powerful tool for accelerating research and automating tasks, genuine scientific discovery and the formulation of physical laws still require human insight and expertise.