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Why design a whole new language (MDL) to describe models?

The MDL has been designed to allow users to specify models in the same language, regardless of the target tool they prefer to use for a given task (e.g. estimation), and regardless of whether they intend to use the model for estimation, simulation, or optimal design. This eliminates the transcoding needed today when using a model in a different tool or for a different purpose.