Low-Rank Adaptation (LoRA) and DoRA now enable efficient fine-tuning of NVIDIA Cosmos Predict 2.5 for robotic video generation. This approach reduces memory overhead while maintaining high visual fidelity in simulated environments. Developers can now customize world models for specific robot kinematics. It streamlines the pipeline for training predictive models in physical robotics.