
Sep 8, 2026 · 21 min
AI training turns obscure books into disposable data
AI Companies Are Buying and Destroying Used Books
The episode examines whether AI companies’ demand for training material is quietly removing rare books from public circulation.
- 1Used-book sellers trace mysterious bulk orders from obscure titles to scanning facilities and, ultimately, recycling.
- 2Court filings in Anthropic’s copyright case describe Project Panama, a mass physical-book acquisition and scanning effort.
- 3Booksellers must weigh unexpected income against the possibility that AI demand will permanently erase uncommon works from circulation.
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A hidden tracker follows a purchased book from an Ohio warehouse through an Illinois scanning facility to a paper recycler in Mexico.
The brief
Used-book sellers begin receiving unusually large orders for obscure nonfiction, bringing welcome revenue but raising questions about buyers with unfamiliar names.
One bookseller hides tracking devices in the books and follows a shipment from an Ohio warehouse to an Illinois scanning facility, then to a paper recycler in Mexico.
Court filings in Anthropic’s copyright case reveal Project Panama, in which millions of physical books were bought and scanned for AI training, often through destructive methods.
The episode’s central tension is practical and cultural: sellers benefit financially, yet repeated AI purchases could remove rare books from circulation and weaken the used-book trade.
Melissa Korn and Jessica Mendoza consider why a physical used book carries a cultural and emotional value that extracted text cannot replace.
Featuring
Mentioned
Books & mentions
Cultures of Glass Architecture
An example of the obscure nonfiction titles whose physical copies become valuable—and vulnerable—when AI companies buy in bulk.
Marriage Litigation in Medieval England
Another specialized work that underscores what can disappear when uncommon books leave circulation.

Fahrenheit 451
A relevant literary lens on the cultural meaning of destroying books.
Listen to the full episode and explore every guest, topic, and moment on PodLume.

Melissa Korn
The Wall Street Journal
Anthropic
404 Media