WorldGuide: Goal-Directed Video World Model for Procedural Task Execution
WorldGuide turns procedural video generation into closed-loop task execution by coupling a ContextPlanner and an Executor. The planner predicts the next atomic action or task completion based on visual state, while the executor generates the corresponding video clip. This system improves task success by allowing the model to adapt its actions based on what has actually been produced.