Validate a capstone model

A demand model fits training months with R^2=.94 but overpredicts six later months by 18% after a pricing change absent from the model.

1. Out-of-sample bias reveals structural change.
2. Defend the transfer, name its boundary, and leave an auditable reasoning trail.