Loads the external model bundle used by predict_amd(). The large fitted
random forests are deliberately not embedded in the base package. Loading
verifies a caller-supplied SHA-256, validates the model and preprocessing
contracts, and never downloads or refits a model. Historical v1/v2 bundles
remain reproducible with their matching historical package versions.