During April 2025, this developer enhanced GPU benchmarking and usability across multiple repositories, focusing on ROCm/triton, ROCm/aiter, and intel-xpu-backend-for-triton. They modernized the plot layout command-line interface in ROCm/triton by refactoring argument parsing and introducing subparsers for improved maintainability. In ROCm/aiter, they developed a Python benchmarking script for GEMM A8W8 operations in Triton, supporting multi-shape input generation and automated results parsing. For intel-xpu-backend-for-triton, they expanded the MI300 benchmarking suite to support new data types and cross-architecture compatibility, leveraging C++ and Python to improve performance analysis, hardware coverage, and the maintainability of benchmarking tools.