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darwintIQ has extended the evaluation window for live models to 40 hours and carved off the most recent 8 hours as a true out-of-sample holdout. The genetic algorithm optimises fitness on the training portion only, and a separate selection gate rejects any model that fails to stay profitable on the unseen tail. This article explains how the holdout works, why train-only fitness matters, and how to read the new holdout card in the Trader Detail View.
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