End to end training is a different beast, but finetuning and inference of impressive LLMs like QWEN3 can be done on pretty run of the mill hardware like Apple Silicon macs and gaming PCs if anyone wants a personalized assistant with character. Just ask AI how to finetune AI using unsloth (if using NVIDIA) or MLX (for apple) and it will give you ready to run python scripts.