Implement and maintain CI/CD pipeline stages including automated builds, unit tests, integration tests, static analysis, and artifact packaging using tools such as GitLab CI, Jenkins, or GitHub Actions. Hands-on experience with Docker containerization, including writing Dockerfiles, multi-stage builds, dependency management, debugging container runtime issues, and working with hardware device passthrough (USB, GPU).