The AI Automation Trap: What Manufacturing Can Teach Us About Agents, Token Costs, and Layoffs
“We tend to overestimate the effect of a technology in the short run and underestimate the effect in the long run.” — Roy Amara Roy Amara’s observation, often called Amara’s Law , perfectly captures the current moment in generative AI. We are almost certainly overestimating what AI can safely and economically do in the short term. At the same time, we may be underestimating how profoundly it will reshape work, software, organizations, and human productivity over the long term. That tension is important. The problem is not that AI is useless. Quite the opposite. Generative AI is already a remarkably useful assistant. It can help people write, summarize, brainstorm, research, code, analyze, and learn faster. Used well, it can expand what an individual is capable of doing. The problem is that we are confusing a powerful assistant with an autonomous worker. I created this simple explainer video where I describe generative AI as a “smart guesser.” That phrase is intenti...