During July 2025, Ahrim45 developed the EggTransformer Tag Field feature for the pelican-dev/panel repository, adding a new 'tags' field to support tag-based filtering and categorization within the API. This enhancement was implemented using PHP and Python, focusing on API development and data transformation to improve query flexibility and enable more granular analytics for downstream consumers. The work emphasized backward-compatible schema evolution and maintainable code, with disciplined commit management and clear documentation. No bugs were reported during this period, reflecting careful engineering and testing. The feature laid a foundation for future tagging analytics and product decision-making within the project.