Foundation models serve as the cornerstone of modern AI, trained on vast amounts of data with massive parameter counts. These models demonstrate strong generalization capabilities across various domains — from language processing to image understanding. But in video generation, the computational demands have become extreme, with models like MovieGen requiring 6,000+ NVIDIA H100 GPUs.
