Worked on the kamranahmedse/developer-roadmap repository to improve the reliability and accessibility of the MLOps Roadmap documentation. Addressed a broken external Neptune.ai blog link by replacing it with a functional Internet Archive Wayback Machine link, ensuring that users retained access to referenced educational resources. This targeted bug fix preserved the continuity of the learning path for developers and minimized potential onboarding issues. The work involved careful documentation review and Markdown editing, demonstrating attention to quality assurance and release hygiene. No new features were added during this period, with efforts focused on maintaining documentation integrity and preventing user-facing support issues.