A new study finds that AI cannot forecast record-breaking weather as accurately as traditional climate models. While machine learning excels at pattern recognition, it struggles with the physics of unprecedented events. This gap means meteorologists must still rely on classical simulation. Practitioners should avoid replacing physics-based systems with AI for high-stakes extreme weather alerts.