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# AI Efficiency Paradox: Busier Than Ever
- URL: https://adjacent.media/signals/ai-efficiency-paradox-busier-than-ever/
- Published: 2026-06-04T23:05:34.000Z
- Updated: 2026-06-04T23:05:34.000Z
- Description: The productivity gains from AI tools aren’t translating into actual leisure or reduced workload—they’re compressing timelines and raising output expectations, creating a treadmill where workers feel forced to do more just to stay competitive.
- Author: Jonathan Greene
- Tags: #signal, theme-consumer, attention economy, productivity paradox, generational shifts

Source: [Perspectives](https://open.substack.com/pub/debliu/p/the-ai-treadmill)

The productivity gains from AI tools aren't translating into actual leisure or reduced workload—they're compressing timelines and raising output expectations, creating a treadmill where workers feel forced to do more just to stay competitive. This mirrors previous technology waves (email, smartphones) but with a difference: AI's ability to handle cognitive work makes it harder to argue you need fewer hours when the tools suggest you should produce more. The consumer friction isn't about learning new software; it's about whether knowledge workers can collectively resist the expectation that efficiency equals expansion rather than restoration.