Worked on the WasmEdge/WasmEdge repository to deliver a major capability upgrade for the Stable Diffusion plugin, focusing on AI-driven image workflows at the edge. Developed ESRGAN-based image upscaling with support for adjustable output dimensions and batch processing, enabling higher-quality and more flexible image generation. Refactored context management and image handling within the plugin to enhance robustness and simplify future enhancements. The work was implemented in C++ with a strong emphasis on image processing and plugin development, aligning with business goals of scalable, reliable AI workloads while reducing manual troubleshooting and improving extensibility for future feature additions.