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What is the difference between an AI engineer and an ML engineer?

An ML engineer trains, evaluates, and ships custom models built from data. An AI engineer composes systems around already-trained foundation models, focusing on prompting, retrieval, tool use, and evaluation. The two roles overlap, but the day-to-day work, the cost structure, and the failure modes are different.

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