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The role explicitly calls for defining and evolving the CI/CD and MLOps roadmap, including hands-on design and implementation of GitHub Actions–powered pipelines as well as building and managing MLOps workflows using frameworks like MLflow or Kubeflow. This indicates a strong buying/implementation intent to establish and improve these software platforms.