Worked on the manytask/manytask repository to design and document the Universal MR Review Bot, establishing a scalable foundation for automated homework review via GitLab Merge Requests. Focused on formalizing the MR review flow, the work decoupled logic from ad-hoc scripts and introduced an enhanced checklist mechanism that replaces previous eval or Python script approaches with declarative built-in checks and a shell subprocess for custom rules. Leveraged skills in API integration, Git, and software architecture, and used Markdown for comprehensive documentation. This effort set the groundwork for future MVP development and deployment, emphasizing maintainability and extensibility in the review process.