A new model, Elastic V-JEPA (EV-JEPA), is introduced for flexible and collaborative inference across heterogeneous devices. It can be reconfigured to optimize compute budgets and supports cross-device execution. EV-JEPA achieves high accuracy and improves upon previous elastic training approaches.