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AI tools boost individual productivity but also intensify work, shifting cognitive load from doing to orchestrating. A Harvard/Wharton study and an HBR field study both confirm this tradeoff: engineers using AI get more done but experience higher fatigue and longer hours. The concept of '1-pizza teams' — smaller teams enabled by AI leverage — overlooks the human cost of one person absorbing the workload of four. Practical mitigations include building in recovery time, measuring cognitive intensity not just output, planning for sustainable velocity rather than theoretical maximums, and letting AI actually eliminate tasks rather than just filling freed capacity with more work.

The Other Side of 1-Pizza Teams

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### AI boosts productivity and burns people out. Managing that tradeoff is the actual job.

<p>### AI boosts productivity and burns people out. Managing that tradeoff is the actual job.</p>

<p>This is such a good point. I love playing around with AI and seeing how it can improve my productivity, both professionally and personally. But there are absolutely potential downsides if you’re not mindful. We may produce more work, but we have to account for other adjustments we need to make as a result.</p>
