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Should You Use AI for a Task? Here’s a Simple Way to Decide - Schneier on Security
This essay originally appeared in The Guardian. I teach public policy at the Harvard Kennedy School and the Munk School at the University of Toronto. And it will come as no surprise to you that my students regularly use AI to complete their writing assignments. Doing so is a waste of their tuition money. But if their entire career is going to include AI writing assistants, why shouldn’t they embrace their future? The best way I’ve found to explain the dilemma comes from the AI researcher Daniel Meissler: it’s the difference between work and the gym...

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Artificial intelligence
Artificial intelligence (AI) is the capability of computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of research in engineering, mathematics and computer science that develops and studies methods and software that enable machines to perceive their environment and use learning and intelligence to take actions that maximize their chances of achieving defined goals.[1]
Is the task like work - something that needs to be done - or the gym, where it’s the process that matters? This seems like a smart distinction in thinking about whether to use AI for something theguardian.com/commentisfree/2026/jul/24/sho…
Should you use AI for a task? Here’s a simple way to decide | Bruce Schneier
www.theguardian.com