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At the offices of startup Vicarious in Union City, where the San Francisco Bay Area's sprawl abuts rolling hills, 10 robot arms tirelessly place travel-sized beauty products into bins on a conveyor belt. Each gray arm ends in a suction-cup-tipped finger that makes a high-pitched whine as it plucks items such as antiperspirant or hand lotion from crowded boxes. Google Cloud today announced the beta launch of Cloud AI Platform Pipelines, a new enterprise-grade service that is meant to give developers a single tool to deploy their machine learning pipelines, together with tools for monitoring and auditing them. "When you're just prototyping a machine learning (ML) model in a notebook, it can seem fairly straightforward," Google notes in today's announcement. "But when you need to start paying attention to the other pieces required to make an ML workflow sustainable and scalable, things become more complex."