
Deep Questions with Cal Newport Ep. 397: Why Do “Productivity Technologies” Make My Job Worse?
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Mar 23, 2026 Why do tools meant to save time leave people more scattered? This conversation explores how AI, email, and Slack can inflate shallow work, visible busyness, and exhaustion. It also digs into why meetings multiply, how one worker escaped inbox overload, and why chatbots can become rumination machines.
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Pseudo Productivity Explains Why Bad Tools Spread
- Companies embrace new tools because pseudo productivity rewards visible busyness when true knowledge-work output is hard to measure.
- Faster replies and AI-generated documents make workers look active, even when bottom-line value and deep work both decline.
Use Real Output Metrics To Judge New Tools
- Use a better scoreboard by tracking outputs that actually matter in your role before judging any new tool.
- Cal Newport suggests papers published, priority projects completed, or important user features shipped instead of relying on feeling busier.
Improve The Bottleneck That Actually Limits Output
- Focus on the true bottleneck in your work instead of optimizing whatever task a tool happens to speed up.
- Cal Newport contrasts Adam Grant winning by securing unique data sets with social scientists saving hours on plots that do not increase paper output.













