During December 2024, Dyvasugnan established the foundational architecture for a Reports module in the dyvasugnan/PPS_CSEB_2024Batch repository. They created top-level Report directories within both Class and Lab contexts, setting up the project structure and conventions to support future report generation and management features. This work focused on scaffolding rather than immediate functionality, enabling cross-context reporting capabilities for subsequent development. Using Git for version control and working primarily with directory structuring and project organization, Dyvasugnan laid the groundwork for data-driven insights. No major bugs were addressed during this period, as the emphasis remained on robust architectural preparation for future enhancements.