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Minimal fresh Reference-LoRA holdout design

Observed 2026-09-07 in e3-solutions/ender-inference, COR-3791 (branch vansh/cor-3791-fine-tune-a-freight-turn-detector-for-identifiers-pauses-and): a fresh qualification set should not be another deterministic subsample of a repeatedly used reviewed authority. Use a fixed post-de…