During December 2024, Nogu focused on improving localization and documentation quality across the langgenius/dify and justjavac/dify-docs repositories. Working primarily with TypeScript and Markdown, Nogu addressed two targeted bugs that enhanced the Japanese user experience. In langgenius/dify, they corrected the Japanese translation for the 'Detail' label, ensuring accurate i18n and reducing user confusion. In justjavac/dify-docs, Nogu removed an unnecessary yen symbol from the Japanese bulletin documentation, improving content clarity. These changes, while not introducing new features, demonstrated careful attention to internationalization and documentation standards, laying a stronger foundation for onboarding and reducing future support needs.