François Leclair developed and maintained performance benchmarking documentation for the tenstorrent/tt-metal repository, focusing on the WH architecture’s GEMM operations. He established a reproducible workflow for benchmarking, providing clear instructions and in-depth analysis of performance across matrix dimensions and data types. Using Markdown and leveraging skills in data analysis and technical writing, François updated MatMull FLOPS data and clarified reporting in the README to improve accuracy and traceability. His work emphasized transparency and reproducibility, enabling consistent performance evaluation across hardware configurations. Over two months, François delivered foundational documentation that supports architecture-aware optimization and reliable benchmarking for future development efforts.