Worked on the CQCL/qnexus repository to improve the reliability and usability of project documentation. Addressed a documentation issue by identifying and fixing broken links within ipynb files, converting relative URLs to absolute ones to ensure stable navigation for users and contributors. This approach enhanced the long-term maintainability of the documentation and reduced potential onboarding friction. Utilized Python and applied skills in documentation management and link handling to implement these changes. The work resulted in more accessible and auditable documentation, supporting both new and existing developers by making technical resources easier to browse and reference throughout the project lifecycle.