GPU
GPUs perform the massive matrix multiplications behind training and inference thousands of times faster than a CPU. Their memory capacity sets the ceiling on model size, which is why quantization matters. Supply and price of GPUs shape the whole market. In practice: Whether a model fits in 24GB of VRAM decides if it runs on your desk.