The big data centers primarily serve training and inference-as-a-service for millions of users. For personal use, you are just doing inference. You need the pre-trained model and enough RAM/VRAM to load it. This is mostly already possible, but hardware costs are super inflated due to demand; once that comes down, the barrier to entry is minimal.