We’re about to learn a painful lesson about delayed gratification in software engineering.

New data from China, 26,811 students tracked January 2023 through June 2025. Students using AI for homework saw their scores jump 20 percent. Completion time dropped nearly half. They aced the assignments.

Then exam season came. Those same students scored 20 to 40 percent worse when they couldn’t use the tool.

The homework phase is over. The exam phase is coming.

We’re doing this in software right now. Vibe coding feels incredible. Features ship fast. Nobody’s asking what happens in Month 18 when the original dev has left and nobody understands the codebase.

Commercial pilots fly with autopilot for most of every flight. They’re required to maintain manual flying proficiency regardless. If the system fails mid-air and the pilot can’t take over, people die.

Most teams using AI right now have forgotten how to fly manually. They’ve become passengers in their own systems. The autopilot flies, nobody checks instruments, and the first sign of trouble will be a breach notice or outage.

Three rules:

  1. Command the mission. Define architecture before prompting. Ambiguity kills in code and in flight. Delegate selectively. Offload mechanical work. Keep design and security reviews human. Verify everything. Audit before production.
  1. Never trust the automation without checking instruments.
  1. Quick wins feel good. Sustainable engineering feels boring. Boring keeps systems standing.

Organisations surviving the next two years won’t ship the fastest. They’ll be the ones who remember how to fly without the aids.


people insisting that you actually be skilled, independently of your tools, doesn’t make them Luddites. Rather, being unable to do so makes you a phony.

    • queerlilhayseed@piefed.blahaj.zone
      link
      fedilink
      English
      arrow-up
      1
      ·
      29 days ago

      The vilification of the Luddites as cantankerous tech haters is a really good example of how malicious falsehoods can succeed, I think. I’d guess that most English speakers who know the word would define Luddite as “someone who hates technology”, and I think it resonates on some level because we all hate technology some of the time. The fact that Luddites didn’t indiscriminately hate technology, they just destroyed the means by which their oppressors oppressed them, is handily swept aside. And I never even questioned that narrative on Luddites until I happened to read up on them.

      It’s sneaky, because before then “Luddite” didn’t feel like an important or politically charged term at all. It was simply a slang word for people who grump about technology. Calling people haters just short-circuits any examination of the so-called haters’ reasons. It’s exactly what people say about terrorists, except instead of technology its freedom. They just hate freedom. I wonder how many people have “terrorist = freedom hater” embedded so deeply they don’t even think about it.

      • rumschlumpel@feddit.org
        link
        fedilink
        arrow-up
        1
        ·
        edit-2
        29 days ago

        No, I think technology should serve the people, not the rich people who own the means of production. I suggest you actually read the article I linked.

      • rumschlumpel@feddit.org
        link
        fedilink
        arrow-up
        1
        ·
        28 days ago

        Since the machines were owned by The Capital™, it’s kinda one and the same. And much easier than stealing the machines or attacking the people who own them.

  • schnokobaer@feddit.org
    link
    fedilink
    arrow-up
    1
    ·
    29 days ago

    This is kind of like the “you won’t have a calculator with you all the time” argument by your 8th grade math teacher in 2003, except instead of making yourself dependent on a little solar powered device (that you could have with you all the time if you really wanted to, even before smartphones) you’re becoming dependent on a subscription service offered by a trillion dollar company that can increase the price tenfold at will, or cut you from the platform entirely, stripping you of all your professional expertise at once.

    • Logi@lemmy.world
      link
      fedilink
      arrow-up
      1
      ·
      29 days ago

      that can increase the price tenfold at will

      That will have to increase the price ten fold to stop bleeding billions of dollars every month.

    • baines@lemmy.cafe
      link
      fedilink
      English
      arrow-up
      1
      ·
      29 days ago

      yea no

      calculators are deterministic

      come back to me when ai isn’t fucking wrong silently

    • BlaestEgnen@feddit.dk
      link
      fedilink
      arrow-up
      0
      ·
      29 days ago

      This is kind of like the “you won’t have a calculator with you all the time” argument by your 8th grade math teacher in 2003

      Which is grand, given we’ve had researchers agreeing effectively incorporating calculators into math education improves everyone’s ability to do math without calculators - Since the 90s

      There’s pretty good arguments to include calculators from a really young age, to improve the understanding of numbers

      • Jiral@lemmy.world
        link
        fedilink
        arrow-up
        1
        ·
        29 days ago

        There is no good argument for including calculators before the pupils haven’t mastered basic calculations in their head, there are good arguments against it.

  • FuglyDuck@lemmy.world
    link
    fedilink
    English
    arrow-up
    1
    ·
    29 days ago

    The luddites had a point.

    They weren’t opposed to technology, but the use of technology to remove skilled labor to produce inferior products.

    Also, the pilot/autopilot argument is, kinda not applicable. The pilots aren’t just fucking around- autopilot systems only manage some aspects of flying, the pilots are still fully engaged.