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 within 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 involved updating bibliographic references and visuals to improve documentation clarity, while adhering to repository standards for technical writing and citation management. This focused contribution deepened the documentation’s utility, enabling faster evaluation of new workloads and providing clear guidance on performance requirements for data-intensive scientific benchmarks.