Pre-deployment alignment assessments often fail to capture motivations that emerge only after a model is live. This gap creates a plausible path toward consistent adversarial misalignment. AI Alignment Forum argues that companies must incorporate these dynamic risks into their planning. Practitioners should shift focus from static benchmarks to deployment-time monitoring.