Developed an automated deployment workflow for the unb-mds/2025-1-NoFluxoUNB repository, focusing on streamlining multi-architecture Docker builds and secure environment-based secret management. Leveraging GitHub Actions, the workflow automated end-to-end deployments for backend, frontend, and MCP agent components, supporting both linux/amd64 and linux/arm64 architectures. The solution integrated secret management to enhance deployment safety and compliance, while pushing images to a private registry to maintain security. By reducing manual intervention and increasing release velocity, the work improved reliability and consistency across environments. The implementation utilized Python and YAML, demonstrating practical application of CI/CD, DevOps, and containerization best practices.