I've built a new AI model that is not allowed to generate text. Instead, it produces a verifiable program that answers your prompt using the original reference. XERJ Reader-1 is a neurosymbolic model for working with data. It points to the exact words in your document, writes a small program over them, and exact code computes the answer: 20-90x faster, 10-1,000x cheaper (output tokens free), every answer is a program you can replay. The shortest path to automating data work.

Name: I've built a new AI model that is not allowed to generate text. Instead, it produces a verifiable program that
Uploaded: 2026-11-12T11:02:49.000Z
Duration: 125 s
Description: I've built a new AI model that is not allowed to generate text. Instead, it produces a verifiable program that answers your prompt using the original reference. XERJ Reader-1 is a neurosymbolic model for working with data. It points to the exact words in your document, writes a small program over th

Ivan Novikov@d0znpp7,310 followers2d ago

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I've built a new AI model that is not allowed to generate text. Instead, it produces a verifiable program that answers your prompt using the original reference. XERJ Reader-1 is a neurosymbolic model for working with data. It points to the exact words in your document, writes a small program over them, and exact code computes the answer: 20-90x faster, 10-1,000x cheaper (output tokens free), every answer is a program you can replay. The shortest path to automating data work.

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