In June 2025, JT developed a universal multi-architecture Docker image solution for the spice-labs-inc/goatrodeo repository, focusing on expanding deployment flexibility and hardware compatibility. Leveraging CI/CD pipelines, Docker, and GitHub Actions, JT implemented multi-platform builds that generate and publish container images for both amd64 and arm64 architectures. This approach streamlined the release process by enabling the creation of a single manifest for universal image publishing, simplifying consumption and accelerating deployment cycles. The work demonstrated a solid understanding of YAML configuration and containerization best practices, delivering a robust feature that addressed the need for scalable, cross-platform deployment in modern environments.