Developed an automated issue labeling workflow for the zulip/zulip repository, focusing on improving issue organization and triage efficiency. The solution leveraged GitHub Actions and YAML to automatically apply a parent-area label whenever a sub-area label is used, reducing manual intervention and streamlining the labeling process. An explicit allowlist was implemented in JavaScript to ensure that parent labels were only applied to supported sub-areas, preventing mislabeling and maintaining repository integrity. The work emphasized maintainable automation patterns and targeted feature delivery, resulting in a scalable workflow that enhances project management without introducing new bugs or requiring ongoing manual oversight.