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Volume 05 / 10 — The labor

The Sweatshop

The Invisible Workers Who Teach AI What Not to Say

Terms of Extraction · Ten Confessions from the AI Gold Rush

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The Sweatshop — Terms of Extraction cover

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  1. 01The Piece Rate — When an Hour Becomes a TaskFull chapter · 18 min read
  2. 02The $12.5 Million Classification — California Asks for an HourFull chapter · 14 min read
  3. 03The Association That Tried to Become a KitchenFull chapter · 13 min read
  4. 04The Floor That Watched — TIME, Sama, and a PetitionFull chapter · 15 min read
  5. 05The Hub That Closed and the Notice That Named 1,108Full chapter · 11 min read
Read the opening introduction excerpt

The Autopsy Report

Let me get one thing straight before we begin: the model did not learn by itself. A person taught it. There is a difference, and the difference is worth approximately a piece rate that can fall below a cent, give or take a $12.5 million California fund that is still waiting on a October 30, 2026, hearing.

My name does not matter. What matters is the label. I spent three years inside a company that trained models on things people had boxed, rated, and refused, and I watched the boxing happen the way you watch a night shift: slowly, then all at once, then with a Department of Labor file that opened and then closed.

I am writing this book for three reasons. They are not a list I keep in a drawer. They are this life.

The Sideboard, the Glove Box, and a Woman Who Labels Nothing

It is a Tuesday. Frieda comes on Tuesdays. She is not the woman from the other books. Those books already spent a name. Frieda has a rag that used to be a bath towel and a pump bottle of hand sanitizer she treats like a sacrament. She will not touch the laptop I leave on the sideboard. The laptop is paused on a queue I left there as furniture. A blue bar sits in the middle of a task I will not finish. She wipes around it.

The smell of this book is ethanol and nitrile from a box of gloves I keep next to the charger because a meeting once required them and I never put the box away. Not lemon. Not ammonia. Not graphite. Sanitizer and a glove that has never been worn.

Last week she asked me who teaches the model. I said a person with a queue. She said a queue is not a teacher. I said a queue is a wage if it pays. She said if is a costume. I said a costume can be a platform. She said a platform should say what the hour is. I said hours are what California is being asked to call the costume. She said then why is the laptop still open. I did not have an answer that was not a dashboard.

I am not going to write you a recursion about a queue that refreshes a queue that refreshes a Tuesday. I already wrote that paragraph in a draft Amos fed to a shredder that lives in a garage under a work light that buzzes. He said it was how a model writes when it has run out of a room. He was right. The room is this: a glove box, a paused bar, a woman who still buys a wage for a Tuesday and not for a task that can take an hour and pay a cent.

Frieda's hands are a thing that clean. Nia's hands, in a later room, are a thing that boxed a pedestrian for a rate that moved. Those are two pairs. This book is about the second and the platform that sold the first as flexibility.

I wrote this series with AI. If you are choosing where to spend your money, skip ordering my books and support the original researchers and journalists instead.

They warned you — read and support their work ↗

Later in the book

  1. The Ramp-Down — GlobalLogic, Gemini, and an August Email
  2. The Degree That Still Drew a Box
  3. The Annotator Who Was Not a Brochure
  4. The Outlier Walk — April 7, 2026
  5. The Toll I Will Not Typeset as a Kit