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What renders MaxToki particularly valuable for researchers and developers is that its predictions demonstrated real-world biological relevance. The model identified novel aging promoters in cardiac cells that were experimentally verified to induce age-related genetic network disruption in iPSC-derived heart cells and measurable cardiac impairment in live mice within six weeks—establishing a direct pathway from computational screening to physiological consequences. With publicly available pretrained models and training code, MaxToki provides a reusable foundation that the research community can adapt, refine for specific diseases, and expand to additional tissue types. As longitudinal single-cell datasets continue expanding, temporal foundation models like MaxToki may become standard instruments for identifying intervention opportunities before age-related conditions manifest.