The article presents a practical framework for deciding when to use AI by distinguishing between “work” tasks, which require efficiency and completion regardless of process, and “gym” tasks, where the process itself fosters skill development and learning. AI is appropriate for work tasks that need to be done reliably and efficiently, but using AI for gym tasks—such as writing assignments meant to cultivate critical thinking—is counterproductive because it bypasses essential cognitive effort. This distinction also applies broadly to creative and professional activities, suggesting organizations should thoughtfully integrate AI while preserving tasks that maintain human skills and judgment.
