EgoForge: Goal-Directed Egocentric World Simulator
EgoForge is an egocentric simulator that generates goal-directed first-person videos from minimal inputs: one image, a high-level instruction, and an optional second view. It uses a diffusion model with geometry grounding to create coherent video rollouts that follow user intent while maintaining scene structure without needing dense supervision. This allows the model to simulate complex tasks realistically.