Veterans get more stuck with AI than newcomers do

A senior engineer with ten years under their belt and a fresh hire straight out of school can differ by a factor of three in what they get out of AI. And the one who loses is the veteran. That's a recent observation out of Silicon Valley. The gap isn't about who's smarter. It's about how the two types react when AI gets something wrong. Veterans work a certain way: I say it once, it gets done once, the result is fixed. That reliability took decades to build. AI doesn't run like that. Every single step it takes might be done beautifully, with 99% accuracy, but string twenty steps together and one or two are bound to slip. The veteran sees an error and their brow furrows: this thing isn't reliable. They turn around and do it themselves, because when they do it, it's fast and steady. The newcomer carries none of that baggage. AI gives a wrong answer, and instead of rushing to give up, they slowly break the task into smaller steps, rephrase, ask again, and coax it toward the right answer one nudge at a time. A year later, their output has tripled. When you boil it down, what trips the veteran up isn't ability. It's the judgment "it's faster if I just do it myself," which is far too correct. It held true every single day in the past, and then AI comes along and turns it into the very reason they won't bother working things out. Move the scene to other lines of work and it's the same story. A manager who's led teams for twenty years, a teacher who's graded essays for thirty, a shop owner who's run the place for ten: any of them can get stuck in the same spot. The set of experience you know inside and out makes you reluctant to bend down and figure out a new partner who makes mistakes. If you're a veteran in some field, the next time AI leaves you stuck and that thought bubbles up, "forget it, faster if I do it myself," that line is probably right. But it's also the very wall keeping you in place. Try flipping it around: don't take over yet. Pull out the one step it got wrong, rephrase it, and toss it back. This isn't about asking you to put up with something dumb. It's about giving the two of you one chance to find your rhythm. Experience used to be a moat no one could cross. The moat is still there. It's just that there's now a rival on the far bank, and its name is "willing to relearn." The people willing to be a newcomer all over again are the ones who'll slowly catch up.