Leonardo Garma focused on improving the documentation for the scikit-learn-contrib/MAPIE repository, specifically targeting the Quick Start guides. He addressed inconsistencies in the use of 'prediction intervals' terminology, correcting typos and standardizing variable name references to enhance readability and onboarding for new users. Working exclusively within reStructuredText (RST), Leonardo applied documentation standards and commit hygiene to ensure changes were traceable and reviewable. His work did not alter any core functionality, maintaining release stability while reducing potential support questions. The depth of his contribution lay in careful terminology standardization, reflecting a methodical approach to technical writing and documentation maintenance.