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Applied AI·October 14, 2026·1 min read

The task trap: Why AI's biggest promise has nothing to do with speed

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If you’re measuring AI by tasks automated and seconds saved, you’re optimizing for local efficiency, not new outcomes. The teams that win will use AI to change what work gets done — new products, new pricing, new customer experiences — not just who clicks which button.