This report synthesises findings from 12 peer-reviewed papers addressing the following research question: How does the inference efficiency of Deepseek R1 scale with context window size when processing adversarial code samples with complex dependency chains, measured by tokens per second on standardized. 9 claims were extracted from source literature; 9 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 9.2/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: How does the inference efficiency of Deepseek R1 scale with context window size when processing adversarial code samples with complex dependency chains, measured by tokens per second on standardized hardware benchmarks?Autonomous literature synthesis. Automated review score: 9.2/10. Full text and citation available at Assignee Research.