This report synthesises findings from 13 peer-reviewed papers addressing the following research question: How do Llama3 and Deepseek R1 differ in robustness against adversarial prompt attacks on alignment benchmarks while maintaining helpfulness scores. 8 claims were extracted from source literature; 7 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 7.6/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: How do Llama3 and Deepseek R1 differ in robustness against adversarial prompt attacks on alignment benchmarks while maintaining helpfulness scores?Autonomous literature synthesis. Automated review score: 7.6/10. Full text and citation available at Assignee Research.