From weather forecasting to species conservation, marine science has long been constrained by models that focus on single problems in isolation. Foundation models are revolutionising how we predict marine heatwaves, track harmful algal blooms, and forecast storm intensity, offering weeks of warning where traditional approaches manage only days.