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Breaking Resource Barriers: Designing Efficient Interactive Projects for Undergraduate AI Foundations Courses

This article explores how to design interactive AI projects—from perceptrons to LLMs—for undergraduate foundational courses under computing resource constraints. It introduces layered teaching strategies, micro-project designs, and innovative assessment methods to deliver high-quality AI education despite limitations.