Worked on the SeldonIO/seldon-core repository to enhance documentation reliability by integrating automated link integrity verification into the v2 documentation build process. Leveraged YAML and GitHub Actions to implement a Lychee-based workflow, enabling bi-weekly and manual link checks for pull requests targeting the v2 branch. Added a .lycheeignore configuration to filter out specific URLs and file types, reducing false positives and streamlining validation. Focused on CI/CD and documentation hygiene, these changes improved the speed and accuracy of release documentation reviews. The work addressed the need for early detection of broken links, supporting more efficient and dependable documentation maintenance.