By Sunday morning, the essay at the top of Hacker News — Apricitas’s “AI and the Fall of the Creative Class,” sitting on the front page with 428 points and 455 comments — had done the thing economics writing rarely does: it put a number on a grievance. America has shed roughly 200,000 jobs across media, film, and the arts, the piece argues, and the obvious follow-up is how much of that is AI.

Almost nobody in those 455 comments wanted to answer it. They wanted to assign it.

A Question With No Defendant

Start with the honest part. The attribution is close to impossible, and Apricitas — Joseph Politano’s newsletter, usually more careful than its imitators — frames the headline as a question for exactly that reason. There is no counterfactual America where the models stayed in the lab.

The same 200,000 folds in a newspaper industry gutted when classified ads moved to Craigslist two decades ago, a film and television sector still working off the hangover from the 2023 WGA and SAG-AFTRA strikes and the streaming-spending correction that followed, and an advertising market that has been quietly shrinking its creative-services line items for years. You cannot separate those causes with any data anyone currently has. The Bureau of Labor Statistics does not tag a layoff “AI.” Neither does a bankruptcy filing.

But the demand for a number isn’t really a demand for knowledge. It’s a demand for a defendant. And the people loudest about it, on both ends of the aisle, have already picked one.

What Actually Got Eaten

Here is what the accounting hides. AI did not descend evenly on the creative professions. It entered at the bottom and worked upward, and the bottom is where the profession’s economics actually lived.

The bottom was never glamorous. It was stock photography and illustration for corporate brochures. It was the $800 explainer video, the library music cue, the regional department-store jingle, the textbook diagram, the local news stringer shift, the wedding videographer who shot corporate work four days a week to pay for the two days he cared about. Badly paid, mostly disrespected, and load-bearing. That was the floor of the market, and the floor was also the ladder — where a 24-year-old learned to light, cut, write to a brief, and hit a deadline for a client who did not care about their feelings.

That tier is precisely what diffusion models and licensed stock libraries replaced first, because the work was short, commoditized, and specified in words. The stock agencies now sell licensed AI models alongside photographs. The briefs that used to go to a junior freelancer go into a prompt box instead.

The upper tier, meanwhile — the part with contracts, residuals, and a union — negotiated its protections and is, mostly, still standing.

The Guilds Will Be Fine

This is the sentence the discourse will not say out loud: the institutions of the creative class are going to survive this, and their survival is part of what makes the bottom rung disappear.

I am wary of turning that into a story about villainy. It isn’t. It’s a story about who has a seat at the table. When a studio agrees to minimum-staffing terms, it does not respond by hiring more covered writers than the minimum. It responds by not hiring the uncovered ones. When a residual structure makes experienced talent relatively cheaper than risk, you get fewer first credits and more eleventh ones. The protections are real. So is the moat.

“The bottom of this business was always somebody else’s kid doing it for nothing,” a commercial illustrator in a shared studio in Portland told me, midway through culling her client list. “Now there’s no kid. In ten years there’s nobody to hire.”

Who Pays for the Apprenticeship

The 200,000 figure will produce a policy response, because jobs numbers are what Congress can write a check against. Expect retraining grants, creative-economy tax credits, maybe a new line item at the National Endowment for the Arts. All of it aimed at the top of the ladder — the visible, credentialed, articulate part — and none of it rebuilding the rung that vanished.

Rebuilding it means making cheap creative work expensive again, which is an awkward sentence for a right-of-center writer to type. Not a subsidy for prestige art. A price floor on hackwork: procurement rules requiring human authorship for publicly funded advertising and illustration, attribution and licensing requirements that make the licensed model the compliant choice rather than the cheap one, and a frank admission that a market where a bad corporate video costs $50 has no apprenticeship and therefore no future.

Both coalitions will hate it. The deregulatory right hears “price floor” and reaches for the smelling salts. The cultural left hears “protect commercial hackwork” and wonders where the art is.

But the art was never funded by the art. It was funded by the wedding videos.

That is the question Apricitas actually raised, and the one its commenters mostly skipped past. Not how much of the 200,000 was AI’s doing — nobody can settle that — but who pays to make the next one.