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feat: versioned model artifact with train script - #32
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Closes #28.
Trains once and saves models/gbm.joblib plus metadata (CV metrics, training date, feature list). CLI and UI now load the artifact instead of retraining. Run
python src/lysis/models/train.pyto rebuild.