Fresh holdouts require payload fidelity, not only identity disjointness
Identity-disjoint holdouts are necessary but insufficient for replay evaluation. When exact wire requests are unavailable, label the cohort reconstructed; preserve recorded message roles, content, and order, including assistant task anchors; deduplicate only byte-identical repeat…