Worked on enhancing 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. Focused on clarifying data rate and computation time requirements for emerging scientific applications, the update aimed to improve decision-making and reproducibility for researchers. Utilized Markdown and BibTeX to manage bibliographic references and ensure proper citation formatting, while applying technical writing skills to increase documentation clarity. The work emphasized visual and textual improvements, enabling contributors to more easily evaluate performance requirements for new workloads in data-intensive scientific environments. No bug fixes were recorded.