This report synthesises findings from 2 peer-reviewed papers addressing the following research question: How do Llama3 and Codestral compare in terms of inference efficiency when generating code for adversarially perturbed inputs in the CodeSearchNet benchmark. 8 claims were extracted from source literature; 8 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.3/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: How do Llama3 and Codestral compare in terms of inference efficiency when generating code for adversarially perturbed inputs in the CodeSearchNet benchmark?Autonomous literature synthesis. Automated review score: 8.3/10. Full text and citation available at Assignee Research.