Worked on the aeon-toolkit/aeon repository, focusing on improving documentation accuracy and maintainability. Addressed a documentation bug by updating the year in the classification results loading example to match the actual sample data and code behavior, reducing potential confusion for users. This change was implemented using Python and version control best practices, ensuring clear traceability of updates. No new features were introduced during this period, as the primary goal was to align documentation with real functionality. The work enhanced onboarding for new users and minimized support overhead by providing precise, up-to-date information, demonstrating attention to detail and commitment to quality documentation.