Worked on the tidyverse/duckplyr repository to refactor and enhance the package’s documentation and examples, focusing on clarifying usage and aligning with dplyr semantics. Leveraged R, dplyr, and DuckDB to streamline explanations, reduce duplication, and improve overall readability, making it easier for new contributors to onboard and for users to adopt the package. The technical approach centered on restructuring content to better illustrate how duckplyr replaces dplyr methods, providing concise examples and clearer guidance. While no bugs were fixed during this period, the work improved maintainability and is expected to reduce support needs and accelerate feature adoption downstream.