This report synthesises findings from 4 peer-reviewed papers addressing the following research question: How do inference latency and token throughput differ between Codestral and Llama3 when generating solutions for LiveCodeBench's multi-step programming problems. 8 claims were extracted from source literature; 8 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.5/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: How do inference latency and token throughput differ between Codestral and Llama3 when generating solutions for LiveCodeBench's multi-step programming problems?Autonomous literature synthesis. Automated review score: 8.5/10. Full text and citation available at Assignee Research.