During January 2025, Csabi developed user-facing capabilities for the kizsi2024/12K-SZ repository by integrating binary assets that support emotion recognition and storytelling features. Using Python and asset packaging tools, Csabi established a robust pipeline for managing and enabling these assets, ensuring seamless integration into the product. This work laid the foundation for personalized storytelling experiences, enhancing potential user engagement and supporting future feature expansion. Although the focus was on feature delivery rather than bug fixes, the technical depth included clear commit traceability and thoughtful asset management. The month’s efforts contributed directly to the product roadmap and long-term engagement strategies.