Worked on improving documentation quality for the posit-dev/py-shiny-site repository, focusing on clarifying reactive programming patterns for new developers. Addressed a documentation bug by updating a code example in reactive-patterns.qmd, changing input.x() to input.n() to accurately reflect the intended reactive behavior and prevent onboarding confusion. The update was implemented in Markdown, leveraging strong documentation skills to ensure clarity and correctness. The work was delivered as a single, auditable commit, with no changes to features or APIs, demonstrating a precise and targeted approach to maintenance. This contribution enhanced the accuracy and usability of the project’s technical documentation.