Column
Scab in the Machine
By Oz Gultekin
The AI scab does not drink coffee and does not cross a picket line. It scabs by default. A column on how capital learned to break strikes without a body.
The picket line used to be a physical object. Forty people in a Tim Hortons parking lot at 5 a.m., Thermoses clanking, a hand-painted sign leaning against the wheel well of a Kia. The scab was a specific human being, and you could, at minimum, glare at them.
The AI scab does not drink coffee. The AI scab does not arrive at 5 a.m. The AI scab is a GPU cluster in La Crosse, Wisconsin, humming through a strike in Burbank, California, and spitting out the third act of a franchise reboot that no writer would sign their name to.
This is the new labour relation. Capital has figured out how to scab without a body.
The scab has always been the point
The scab is not a side effect of capitalism. The scab is the disciplinary device. A strike only works if the boss cannot get the work done while you are out. The whole history of labour law — from the Trade Union Act of 1872 in Canada to the Wagner Act in the United States — is an argument about how much the state will help the boss replace you.
The argument used to be fought over bodies. Could the boss fly in replacement workers? Could the cops protect them? Could the courts enjoin the picket?
Generative AI collapses the argument. There is no replacement worker to fly in. There is an API endpoint. The court does not need to enjoin anyone, because there is no picket line the endpoint has to cross. The scab is already inside the building, cooled by the HVAC, drawing from the grid.
The 2023 writers’ strike was a test run
When the Writers Guild of America struck in May 2023, their single most-quoted demand was not wages. It was a clause saying AI could not be used to write or rewrite “literary material.” The studios held out for 148 days on that one clause. That should tell you what the studios think it is worth.
The strike won the clause. The strike did not win the war. Since 2024 we have watched every major studio quietly invest in in-house model teams, dub-replacement pipelines, and “ideation assistants” that rewrite scripts the same way a focus group rewrites a script: badly, relentlessly, and with plausible deniability.
The clause says a human writer has to be credited. It does not say a human writer has to be paid what a human writer used to be paid. It does not say the first draft has to come from a human. It does not say the model was not trained on the struck writer’s previous scripts, which it absolutely was.
The contract protected the credit. The contract could not protect the rate. The rate is set by what capital thinks your labour is worth, and capital now thinks your labour is worth slightly more than a subscription to Claude Enterprise.
The Canadian angle nobody in Canada will say out loud
This country’s cultural production economy runs on public subsidy and union rate cards. The Canada Media Fund, Telefilm, ACTRA, the Writers Guild of Canada — the whole scaffolding is a compromise between a small market and a slightly larger American one next door that could flood the shelves any time it felt like it.
The scaffolding assumes the cheap labour substitute is offshore. That is the whole threat model. The funds are designed to subsidize Canadian jobs against the gravitational pull of Hollywood.
The scaffolding does not know what to do when the cheap labour substitute is on-prem. When the cost of a second draft is the electricity bill, no cultural fund on Earth can close the gap by topping up a writer’s day rate. You cannot subsidize your way out of marginal-cost zero. You can only regulate, and nobody in Ottawa has figured out what a regulation on that even looks like.
Prompt engineering is not a trade. It is piece-rate.
Every cycle of capital has produced a new layer of labour that presents itself as skilled, autonomous, and future-proof. The railway telegrapher in 1880. The keypunch operator in 1950. The front-end developer in 2015.
Each one was sold to its practitioners as a craft. Each one was restructured, within two decades, into a piece-rate job, a gig, or a line on an offshore SOW.
Prompt engineering is now in year four of the cycle. LinkedIn is full of people with “AI Specialist” in their bio, charging by the hour to feed prompts into somebody else’s model to generate marketing copy for a third party who neither knows nor cares who hit enter. This is not a trade. This is the putting-out system with a Notion page. You are being paid to be the last warm body in the loop before capital figures out how to remove the warm body.
The exit from piece-rate is, historically, one of two things. A union. Or obsolescence.
What a real AI labour clause looks like
The WGA clause is the floor, not the ceiling. A clause that actually constrains capital would say:
- No training on struck work. If a writer’s prior scripts were used to train a model, the model cannot be used on any production that writer would otherwise have been hired for. This is not a credit fight. It is a fight about the means of production of the substitute.
- Residuals on inference. Every time a model that was trained on union work is used to produce derivative work, residuals flow to the pension and health fund. The fund, not the individual, because capital will litigate the individual to death.
- Compute transparency. The employer discloses which models, from which vendors, were used on which production. No black-box scab.
- A ban on “generative assistance” as a category. Either a human wrote it or the model wrote it. You do not get to hide a scab behind a verb.
None of these clauses exist yet in any Canadian collective agreement. A handful exist, partially, in the 2023 WGA MBA and the 2023 SAG-AFTRA agreement. They are a starting line, not a finish line.
The argument
The picket line still matters. It just needs a new theory of the scab.
The scab used to be a person capital could hire to cross the line. The scab is now a pile of silicon capital can rent by the hour to avoid the line entirely. The response is not nostalgia. The response is a clause that treats compute like a scab: something capital pays a premium to use during a labour dispute, and something workers can strike against by refusing to let their prior work be used as its fuel.
Every writer, illustrator, voice actor, translator, and software engineer is, right now, a training-data donor whether they consent or not. Consent was never asked. Compensation was never offered. The contract of employment was retroactively rewritten by a scraper.
The first labour struggle of the 2020s was to get AI out of the room. The second will be to get the worker’s share out of the model.
Pick up a sign. Put down a clause.