During January 2025, this developer updated and standardized contribution guideline links across the HITSZ-OpenAuto/hoa-moe repository, focusing on improving the onboarding experience for new contributors. By carefully revising references in both the README and content pages, they enhanced the discoverability and consistency of documentation, reducing ambiguity in contribution flows. The work was executed as a single, isolated commit, demonstrating attention to change management and minimizing review overhead. Utilizing skills in content management and documentation, and working with HTML and Markdown, the developer delivered a targeted improvement that streamlined contributor access to guidelines without introducing risk or unnecessary complexity.