Steve Krouse published “What Shall I Teach My Son?” on Monday, and by Wednesday morning it had 411 points and 479 comments on Hacker News. The essay underneath the title is better than the thread: Krouse, a programmer with a child on the way, pulled Neil Postman’s 1995 The End of Education off the shelf and asked the only question a father in 2026 can honestly ask — what is education for when the machine can do the homework?
His answer, following Postman, is that it was never about skills. It’s about narratives. Spaceship Earth, the American Experiment, the World Makers. Teach the boy to make the tools and stories that then make us.
That’s a good essay. It’s also, in its framing, a category error — and the 479 replies commit it at volume. Everyone is arguing about content: which subject, which canon, which stubbornly human capacity survives the model. Almost nobody is arguing about the variable that actually determines whether a 22-year-old gets a first job, which is whether some adult who is not his father has ever paid him to do something.
The Comment Thread Is the Real Document
Consider who is doing the answering. A Hacker News thread on the purpose of education is a room full of the people the old system rewarded most handsomely, debating what to install in their children so the same thing happens again. It is lottery winners arguing about numbers.
That’s not a knock on them. It’s the reason the content debate keeps going in circles. If your own education worked — if the credential converted into the salary converted into the house — you naturally assume the mechanism was the curriculum. The mechanism was also the sorting, and the sorting is what’s breaking.
Computer Science Is the Major That’s Slowing Down
The UCLA Anderson Review reported on October 7 that the aggregate picture is fine: Robert Fairlie and Jane Wu find recent graduates were not, on average, significantly worse off finding work in the summer of 2026 than in recent years. The AI jobpocalypse, as the headline put it, didn’t arrive.
But the same piece cites Census Bureau and Dallas Fed research published in September 2026 showing the granular damage: graduates in majors most exposed to AI — computer science, in particular — have been slower to land that first job.
Sit with how thoroughly that kills both halves of the standard advice. “Learn to code” is dead: the most exposed major is the one lagging. And “learn to work alongside AI” is worse, because it’s the same bet with a lower ceiling and a worse title.
81.6 Percent
ZipRecruiter’s 2026 grad report found that graduates who worked during college were hired at a rate of 81.6%, against 40.7% for those who didn’t. Entry-level posting volume is down roughly 35% since early 2023. Nearly 43% of recent grads aged 22 to 27 are underemployed.
Fine — that 81.6% is selection, not causation. The kid with a college job is the kid with a car, a schedule, and an aunt in accounts receivable. That is precisely the point. The variable isn’t grit and it isn’t Postman’s gods. It’s a specific adult, with a name, willing to vouch for a specific teenager. Education discourse cannot say this out loud because it sounds like nepotism, so it says “mentorship” and “experiential learning” and moves on.
A recruiter for a mid-sized logistics software firm, packing up her folding table in the last hour of a career fair at a state school outside Columbus, put it more plainly than any of the 479 comments. “I can’t tell from a transcript whether this kid has ever been relied on,” she said. “The ones who have, I can tell in ninety seconds. The rest of them are guessing at what a job is.”
Postman’s Gods Need a Payroll
What should Krouse teach his son? Not the canon, and not a language. The answer the 2026 numbers actually support is older and less flattering to everyone: make the boy useful to one particular person before he is useful in the abstract.
This is uncomfortable on the right, because it concedes that outcomes are transmitted through relationships, which the meritocratic instinct prefers to call character. It’s uncomfortable on the left, because the transmission is wildly unequal and no curriculum reform touches it. And it’s most uncomfortable for the firms that spent the last three years deleting junior roles to protect margin. They didn’t just save on salary. They amputated the only training pipeline they had, and in eight years they will be bidding against each other for the small pool of thirty-year-olds someone else bothered to teach.
Krouse is asking the right question in the wrong register. The purpose of education in the age of AGI isn’t a syllabus. It’s a first employer.