A new guide demonstrates fine-tuning Nvidia Cosmos Predict 2.5 using LoRA and DoRA for robot video generation. The process optimizes the model to predict future frames based on robotic control inputs. This incremental update provides a technical blueprint for developers building predictive world models. It streamlines training for specific physical environments.