This report synthesises findings from 15 peer-reviewed papers addressing the following research question: What are the differences in inference efficiency and latency throughput between Llama3 and Deepseek R1 when processing adversarially perturbed code generation inputs. 11 claims were extracted from source literature; 11 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.1/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: What are the differences in inference efficiency and latency throughput between Llama3 and Deepseek R1 when processing adversarially perturbed code generation inputs?Autonomous literature synthesis. Automated review score: 8.1/10. Full text and citation available at Assignee Research.