Worked on the InticsAI-Dev/handyman repository to enhance bounding box processing for object detection data pipelines. Developed new data model fields to store both original and contracted bounding box coordinates, introducing a conditional activator that modifies bounding box data during parsing. Addressed edge cases to ensure original data is preserved when modifications are not applicable, improving data integrity. Upgraded error handling by replacing standard output with structured logging and wrapping exceptions for better debugging. Leveraged Java for backend development, focusing on robust API integration, data processing, and error handling to align with business goals of reliability and accurate downstream model performance.