Remi Theriault enhanced the easystats/modelbased repository by delivering targeted documentation improvements focused on statistical clarity and reproducibility. Using R and Markdown, Remi revised the main documentation to provide clearer explanations of statistical concepts and updated code examples for better readability. The work included refining the default presentation of model parameter results, ensuring users see a minimal, more interpretable selection by default. Metadata was updated to reflect the current commit date, supporting traceability and reproducibility. While no major bugs were addressed, Remi’s technical writing and data analysis skills contributed to more accessible onboarding and trustworthy workflows for modelbased users.