This sequence immerses students in the iterative engineering design cycle specifically applied to artificial intelligence systems. Students move from problem definition and requirement gathering through rapid prototyping, failure analysis, and refinement loops, emphasizing that AI engineering is a cyclical process of optimization and constraint management.

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