menu_open Columnists
We use cookies to provide some features and experiences in QOSHE

More information  .  Close

Want to use AI to improve your work? Have it disagree with you

33 0
02.10.2026

Knowledge workers such as scientists, teachers, lawyers and business leaders are increasingly using generative artificial intelligence applications for tasks that demand imagination, creativity and problem-solving. Ironically, perhaps, recent research shows that people who interact with generative AI for work tasks can end up not thinking critically. They can surrender to AI’s quick and confident answers, which can lead to speedy but low-quality solutions.

Scholars refer to this increasingly prevalent problem as cognitive offloading. And they are showing that it can erode the very skills that make knowledge workers valuable.

My research at the intersection of artificial intelligence and knowledge work provides a different view, however. In one study, my colleagues and I interviewed 45 knowledge workers at a U.S. public university. They all were using generative AI applications in their core tasks: generating new ideas, solving complex problems and designing novel solutions. We also analyzed the prompts and outputs from their iterative AI chats.

We found that when knowledge workers intentionally use AI to challenge their ideas – to generate friction – they can significantly improve their performance. Previous research on human-AI collaboration for........

© The Conversation