In March 2025, AJ worked on the lauraleibman/NJCem repository, focusing on expanding profile capabilities and integrating new data sources. They added image assets for individual profiles, laying the foundation for future profile rendering features. Using YAML for configuration and Markdown for documentation, AJ integrated the Amaya dataset into the repository, updating the metadata CSV source to ensure accurate data linkage. They also enhanced project documentation by linking Amaya Jimenez in the dead-projects section. No major bugs were reported, and the codebase remained stable, reflecting a methodical approach to groundwork for upcoming data-driven and profile display enhancements.