Massive demand for AI chips drove Nvidia to surpass quarterly analyst expectations. The company continues to dominate the hardware layer as data centers scale rapidly. This growth confirms a sustained appetite for high-end compute. Practitioners should expect continued supply constraints as the industry rushes to deploy larger clusters of H100 GPUs.