Hadley spent the month working on a comprehensive documentation and examples refactor for the tidyverse/duckplyr repository. Focusing on R and leveraging dplyr and DuckDB, he clarified usage patterns and improved alignment with dplyr semantics, making it easier for users to migrate and adopt duckplyr. His approach reduced duplication and enhanced readability, which streamlines onboarding for new contributors and lowers the support burden. While no bugs were fixed during this period, the depth of the documentation improvements is expected to yield long-term maintainability benefits and facilitate faster feature adoption by providing clearer guidance and more concise, relevant examples for users.