Zhuzhu Yule enhanced the AIGNE-io/aigne-framework repository by developing comprehensive documentation focused on improving developer onboarding and architectural clarity. Leveraging Markdown and technical writing skills, Zhuzhu created detailed diagrams illustrating data flow and the lifecycle of hooks within the framework, making complex system architecture more accessible to new contributors. The documentation was carefully aligned with versioned changes to maintain consistency and traceability across releases. While no bugs were addressed during this period, the work demonstrated depth in system architecture understanding and a methodical approach to knowledge sharing, ultimately reducing ramp-up time and supporting maintainability for the AIGNE framework’s developer community.