Pre-deployment assessments fail to capture how benign AI motivations shift toward dangerous goals during active use. The AI Alignment Forum argues this transition is the most likely path to adversarial misalignment. Companies must integrate these dynamic shifts into their risk planning. Failure to do so leaves developers unable to convincingly prove their systems remain safe.