The world is being quietly rearranged by people who write very long documents.


The title they went with Automatic Textbook Formalization Noisy further explains

AI formalized a graduate math textbook in one week for less than it costs to hire one expert

The task that required human experts because machines could not be trusted with precision was completed by 30,000 machines operating simultaneously on a shared codebase.

An AI system just formalized a 500-page graduate-level math textbook into a formal proof language. This means the highly specialized work of verifying complex mathematics can now be done automatically and cheaply.
Formal verification of complex mathematics was a slow, expensive process, requiring highly specialized human experts. This paper shows that AI can now do this work at scale, for the same cost as a human team. It means the bottleneck for creating formally verified knowledge just got much wider.
Mathematics publishers and university presses are next. Once one graduate textbook is formalized open-source in a week, the question of why the rest of the catalog has not been formalized becomes difficult to answer politely. Expect the first institutional formalization mandate within two to three years.

If you insist
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The Sendoff
Textbooks. Maybe 30,000 AI agents working together really can do anything.