Shivam contributed to the Factory-AI/factory repository by addressing documentation reliability through a targeted maintenance update. He focused on correcting two internal Markdown links within the project’s documentation, ensuring they directed users to the intended pages and thereby improving navigation for developers. Shivam validated these changes using existing documentation tests and internal link-check workflows, minimizing risk while enhancing the overall quality of the documentation. His work centered on documentation skills and proficiency with Markdown, resulting in a more seamless onboarding experience and reducing time spent searching for resources. The update was tracked for traceability and integrated smoothly into the project.