In November 2024, Glory Kwok enhanced BizyAir’s media handling by implementing base64 image loading and deduplicated storage in the siliconflow/BizyAir repository. Using Python, they introduced an MD5-based approach to identify and eliminate duplicate base64 images, optimizing storage and improving asset reliability. Their work included standardizing file naming conventions for base64-loaded images, which reduced naming collisions and improved traceability across the backend. Focusing on backend development, file handling, and image processing, Glory’s contribution addressed performance and scalability challenges in image-heavy workflows. The depth of the work lay in integrating efficient image management while maintaining clarity and consistency in asset handling.