Contributed to malariagen-data-python by enhancing data analysis workflows through targeted reliability improvements, including a critical bug fix that replaced an IndexError with a contig-specific ValueError for empty CNV data, and by adding a lower triangle annotation option to pairwise FST plots for clearer visualization. In pytorch/executorch, consolidated and modernized API documentation, standardized links, and improved C++ test guidance, while resolving broken include paths. Led a migration of PyTorch documentation from reStructuredText to MyST Markdown, validating changes with local builds. Work emphasized Python, C++, and Markdown, focusing on robust error handling, documentation quality, and maintainability across code and docs.