Right now, quantum computers are already working together with classical supercomputers. By 2027–2028 we will cross the 1-million-qubit threshold. At that point, quantum large language models (quantum LLMs) become possible for the first time. These models will be dramatically more powerful than anything running on classical hardware alone — they will learn faster, reason better, and solve problems that are impossible today, and still require enormous numbers of NVIDIA GPUs and superchips to control the quantum processors and process the data. In other words, every serious quantum breakthrough in the next decade will run on NVIDIA hardware.NVIDIA has already built the full stack: CUDA-Q (the software that programs hybrid quantum-classical systems), Grace-Hopper and Blackwell superchips (the classical brains), and the networking that ties everything together.