The NeMo Automodel framework now integrates with Diffusers to scale the fine-tuning of image and video models. This pipeline automates the conversion between NVIDIA and Hugging Face formats. It removes manual weight mapping for developers. Practitioners can now deploy customized generative vision models across distributed GPU clusters with significantly less boilerplate code.