Andy Cheng enhanced the benchmarking documentation for the harvard-edge/cs249r_book repository by integrating a new A3D3 Graph citation and embedding the sciml_graph.png image into the benchmarking.qmd file. Using Markdown and BibTeX, Andy clarified data rate and computation time requirements for emerging scientific applications, supporting reproducibility and informed decision-making for researchers. The work focused on improving documentation clarity by updating bibliographic references and visuals, making performance requirements for benchmarks more accessible. Andy demonstrated technical writing skills and attention to repository standards, delivering a focused documentation feature that aids contributors in evaluating new workloads and data-intensive scientific applications efficiently.