One checkpoint. Any observed inputs, any generated futures, and a speed–accuracy operating point you pick at deployment.
@article{yan2026flexpi,title={Flex-π: A Multi-Stream World-Action Model with Compute Flexibility},author={Yan, Ge and Liu, Jinghao and Fan, Yuzhi and Cai, Lei and Liao, Minwen and Zhang, Jesse and Fox, Dieter},journal={arXiv preprint arXiv:2608.10860},year={2026},}