Training Data and Model Shortcuts
Investigations show AI companies sourcing physical media like rare books to build training sets. Concurrently, technical analyses reveal that some models rely on simple pattern-based shortcuts rather than actual knowledge to infer facts.
Understanding data provenance and model reasoning shortcuts is essential to building reliable and factual systems.
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When a model reads a drug's class from its name—not its knowledge — Researchers used Olmo 3 and its open training data to show that models can infer a drug’s class from its name instead of knowing the specific medication, and traced that shortcut to how often drugs appeared in training.
Researchers used OLMo 3 to show that language models often infer a drug's class from its name rather than actual knowledge.

We Tracked a Shipment of Rare Books. It Ended at an Amazon AI Training Facility — We Tracked a Shipment of Rare Books. It Ended at an Amazon AI Training Facility Excellent piece of reporting from 404 Media. For a while now there have been stories of book dealers receiving orders for large volumes of books from apparently price-insensitive anonymous customers, widely suspected to be companies looking to scan them for AI training (see my previous coverage of Anthropic's book scanning from June 2025.) 404 Media investigated with an AirTag! In July, one bookseller told me they received a very large order of around 1,000 books on Biblio, one of these marketplaces. The seller agreed to put an Apple AirTag provided by 404 Media in one of the books included in this order so we could see where the book was going. And by extension, which company, AI or otherwise, was behind this massive order. The book ended up delivered to the VGT3 corner of the LAS8 Amazon facility in the north east of Las Vegas, where the entrance carried this on-the-nose logo of a dinosaur with a book! Photo credit: 404 Media Online forum discussions between Amazon workers confirmed that VGT3 destructively scans large volumes of books. Tags: amazon , journalism , ai , training-data , ai-ethics , 404-media
Simon Willison shares a 404 Media report tracking a book shipment to an Amazon facility scanning books for AI training.