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The rounds you're likely to meet in an AI engineer interview loop, what each one is checking, and how to prepare for it.

An AI engineer builds products on top of foundation models; an ML engineer trains and serves models. How the daily work, the skills and the interview loops differ.

An AI engineer roadmap for software engineers and new grads: the skills to learn in order, four portfolio projects and what each proves, and how to get through the interview.

A two-week plan for AI engineer interviews: what gets tested, what to practice each day, how to rehearse spoken answers, and how to present your own AI projects.

RAG gives a model facts at request time; fine-tuning changes how it behaves. Here is how to pick between them, when to use both, and a 60-second answer for the interview.