Worked on stabilizing live-face warp visuals in the hacksider/Deep-Live-Cam repository, focusing on improving the image processing pipeline for live streaming applications. Addressed a persistent issue with black border artifacts during face warping by implementing the BORDER_REPLICATE technique, which enabled seamless edge blending and enhanced the overall visual quality. Utilized Python and computer vision skills to deliver a concise, production-ready bug fix that minimized regression risk. The solution included clear documentation and code comments to clarify border handling logic, ensuring maintainability. This work contributed to a more stable user experience and demonstrated a methodical approach to image processing challenges.