Worked on the facebookresearch/param repository to streamline and clarify benchmarking outputs over a two-month period. Focused on code refactoring and performance optimization using Python, the developer removed the redundant nElementsPairPerRank column from communication benchmarks, simplifying both commsComputeBench and commsOverlapBench outputs. This targeted change improved data clarity, reduced confusion, and enhanced downstream parsing without altering functional behavior. By aligning output formatting and updating header structures, the work increased maintainability and reduced the surface area for future changes. The approach emphasized minimal, high-value modifications, demonstrating attention to detail in benchmarking and a methodical approach to code quality and readability.