Valerij Frolov focused on improving the reliability of Vespa Factory documentation within the vespa-engine/documentation repository. During the month, Valerij addressed a documentation bug by updating broken links in two HTML files, replacing outdated oath.cloud domains with vespa.ai to ensure users could access the correct factory release pages. This work involved careful text replacement and validation to maintain documentation integrity without introducing additional changes, thereby minimizing risk and preserving stability. Valerij’s efforts centered on documentation skills and HTML, contributing to a smoother navigation experience for users and reducing potential confusion or support requests related to outdated documentation links.