Privacy-preserving replays of previous user conversations allow labs to preview how a candidate model behaves before public release. This simulation complements traditional red-teaming and targeted evaluations. AI Alignment Forum researchers use this method to identify new risks as model capabilities scale. It provides a concrete behavioral signal for pre-deployment safety reviews.