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:
- 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.
- Never trust the automation without checking instruments.
- 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.


I agree. A lot of blame that should be squarely laid at the feet of bad distribution of wealth via capitalism, is being put onto technological advances making things more efficient. The fact is, even in a utopian society where every person has access to any material needs they could want, we’d want to be able to produce those things more efficiently to get them into the hands of more people at a lower cost to society as a whole.
If we had a fair system - firms having to be run as worker cooperatives, wealth going into the hands of the working class instead of a few capitalists, etc - none of the Luddite-esque complaints would hold. In this example, yes, cost of clothing would go up if we fairly paid all textile workers and if they owned part of the company they work for. It would still be orders of magnitude cheaper than bespoke, hand made clothing requiring one skilled worker tens or hundreds of man hours of work.
And as hard as it is to change that system, I actually think that’s easier than trying to put the genie that is technology back in the bottle.
I think what people don’t get about the Luddites is that they were aware that the technology itself wasn’t the main issue, but who owns the technology and what working conditions they offer.
IMO you can see the same thing with AI, OpenAI, Microsoft etc. clearly don’t have our best interests in mind and everyone wants to do layoffs while social security is being dismantled, nevermind having a serious discussion about universal basic income or the massive resource use in the middle of a climate catastrophe.
Oh, absolutely. I’m aware of the actual Luddite history, but for better or worse the term has come to mean people who want to roll back technological advancement to protect labor, as the guy I was replying to was speaking against, and that’s more what I was referring to (I guess fair point that I should move away from using the term, it’s just such a convenient shorthand, but it does do the historical group dirty). I think more efficiency in creating things is, in general, good for society and the environment. It’s just those benefits should be shared among society and not into the pockets of a few.
Actual historical Luddites were often based af, as the kids say.
The one glimmer of hope is open models and especially fully open source ones like K2 Horizon. Open models and tooling for running them locally are rapidly evolving such that the tech will be democratized instead of a couple capitalists having a stranglehold on the tech.