This article questions whether NVIDIA’s current dominance in GPU-based AI truly positions it for the next industrial shift, or whether its reliance on traditional architectures may leave it vulnerable.  It argues that as the industrial world moves toward edge computing, low-power systems and brain-inspired architectures, companies locked into the old model might struggle to keep up unless they evolve quickly.