Statistics capture patterns; models capture mechanisms. This distinction defines the next chapter of AI research. Mechanistic modeling allows systems to understand structure and anticipate consequences of change. Without it, AI remains confined to pattern interpolation. Advancing beyond mimicry requires embedding structural awareness directly into learning pipelines. To explore this conceptual evolution in depth, discover more.