During November 2024, Duyet Nguyen focused on backend development and web automation within the taquocy/e-commerce-for-test-automation repository. He concentrated on improving codebase hygiene in the Admin page area, addressing a committed build artifact and reverting non-functional formatting changes to maintain code clarity and stability. Working primarily with Python, Duyet ensured that the codebase remained clean and maintainable, reducing unnecessary noise and risk in CI/CD pipelines. Although no user-facing features were delivered, his efforts enhanced the repository’s readiness for future development by preserving behavioral consistency and strengthening git hygiene, demonstrating a disciplined approach to long-term software maintainability.