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The Met Office uses the same model for operational forecasting from the short range (hours) through seasonal timescales to centennial prediction. This poses many challenges for our science and model development. In this talk I will touch on what we mean by a seamless model, how we use it, the challenges for development and how we work together with others to improve this system.