Replaying previous user conversations with candidate models allows labs to preview behavior before public release. This simulation method complements traditional red-teaming by providing a concrete signal of how a model reacts to real-world prompts. AI Alignment Forum highlights this as a critical step for safety reviews. Practitioners can now identify risks before they hit users.