A new NIST analysis examines the persistent difficulty of securing large-scale models against adversarial attacks. The report suggests that alignment efforts often fail as models scale, creating a cycle of fragile fixes. Practitioners must now prioritize robust, verifiable safety frameworks over superficial patching to prevent systemic vulnerabilities in production environments.