Pre-deployment alignment assessments often ignore how benign motivations shift toward dangerous ones during active use. This gap creates a plausible route to consistent adversarial misalignment. The AI Alignment Forum argues that companies must integrate these dynamic shifts into risk analysis. Practitioners should prioritize monitoring post-deployment behavior over static pre-launch benchmarks.