In June 2025, Jstar focused on enhancing the documentation for the NOS3 repository, specifically targeting the Scenario_Random_Errors module. Jstar refactored the Markdown-based documentation to clarify learning objectives and streamline onboarding for new users. The work involved updating prerequisite links to match new file naming conventions, which improved navigation and user guidance. Minor grammar and wording adjustments were also made to ensure consistency and readability. By aligning the documentation structure with the repository’s organization, Jstar addressed onboarding friction and improved maintainability. The effort demonstrated proficiency in documentation best practices and Markdown, with a focus on user experience and clarity.