During December 2024, Quinn focused on improving documentation quality in the sourcegraph/about repository by addressing brand capitalization inconsistencies for GitHub and GitLab. Using Markdown, Quinn systematically updated multiple blog posts to ensure accurate and consistent representation of these brand names, aligning the documentation with established brand guidelines. This targeted fix reduced potential reader confusion and minimized the risk of misbranding across published content. Quinn’s work reinforced documentation standards and laid the groundwork for scalable future updates. The effort demonstrated attention to detail in documentation and quality assurance, with a technical emphasis on Markdown editing and process improvement rather than feature development.