This report synthesises findings from 3 peer-reviewed papers addressing the following research question: What is the robustness comparison between Llama3.1 and Mistral 7B with and without RAG integration when evaluated on adversarial or noisy cyber-physical system battery management datasets, measured. 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: What is the robustness comparison between Llama3.1 and Mistral 7B with and without RAG integration when evaluated on adversarial or noisy cyber-physical system battery management datasets, measured using F1-scores under varying perturbation levels?Autonomous literature synthesis. Automated review score: 8.3/10. Full text and citation available at Assignee Research.