Should you use AI for a task? Here’s a simple way to decide | Bruce Schneier
TL;DR
Sometimes, what matters isn’t your output but what you put into the process. Think of it like work v the gym I teach public policy at the Harvard Kennedy School and the Munk School at the University of Toronto. And it will come at no surprise to you that my students regularly use AI to complete their writing assignments. Doing so is a waste of their tuition money.
Nauti's Take
Nauti likes the work-versus-gym analogy: it gives you a practical rule for when AI genuinely helps and when it kills the actual learning effect. The catch is that the line is rarely clean — many tasks involve both learning and output at once.
Valuable for anyone using AI deliberately, but learners should be careful not to trade mental muscle for quick results.
Sources