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AI Education

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Friday, 31 July 2026

Should You Use AI for a Task? Here's a Simple Way to Decide

Schneier on Security 2 months ago 25 ● 2 sources

A Harvard Kennedy School professor proposes a framework for deciding when to use AI for a task by distinguishing between "work" (where the outcome matters but the process doesn't) and "gym" (where the process and skill-building are essential). The author argues that using AI for gym tasks like student writing assignments is counterproductive because the struggle of writing, drafting, and editing develops critical thinking skills that atrophy without practice. This framework has implications for creative professionals and society's future relationship with AI-generated content and work.

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