Design, build, and operate end-to-end ML pipelines and platform tooling for model/versioning, deployment automation, A/B testing, monitoring, CI/CD, and production reliability. Mentor engineers, collaborate with ML scientists and infra teams, and maintain security, compliance, and documentation.