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Applied AI·July 24, 2026·1 min read

Should you use AI for a task? Here’s a simple way to decide | Bruce Schneier

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Schneier’s frame—sometimes the value is in doing the work yourself, like exercise—pushes against the reflex to automate every cognitive task. For leaders, the decision isn’t just ‘can AI do this’ but ‘does offloading this erode judgment, skill, or trust we actually need to build in-house.’