Publication

Published

Stealing Intelligence

How AI Capabilities Are Copied—and What That Changes

Stealing Intelligence examines how capabilities can move through copied model files, training on generated examples, extraction of a narrow function, or services that forward requests to another model. It shows how those differences shape questions of permission, competition, and privacy.

Inside the publication

Topics covered

  • How model files, generated examples, narrow functions, and forwarded requests can reproduce capabilities.
  • How to assess evidence from controlled experiments, provider reports, and observations of similar behavior.
  • What to consider about permission, privacy, and accountability when choosing or building a service.

Internal linking

Where Stealing Intelligence connects inside WinMedia

The linking graph ties the publication back to frameworks and essays so the document remains embedded in the wider corpus.

What was copied?#

When one AI service behaves like another, what would establish how it got that ability? Stealing Intelligence looks at several possibilities. Someone may copy model files, train a smaller model on generated examples, recover a particular function through repeated queries, or forward requests to a model they already have access to.

How to evaluate a claim#

The book considers a student model trained with permission, a controlled extraction experiment, reports from AI providers, and a fictional service called Harbor Desk. Each case asks what was observed, which explanations fit the evidence, and what would resolve the remaining uncertainty.

What changes for users and builders#

How a service obtains a capability affects who can use it, where user data goes, and who can answer for the results. The book includes five figures, a glossary, and two reading sheets for assessing claims and examining a service before relying on it.

Publication record

Publication type
Book
Publisher
WinMedia
Status
published
State
Stable

Ecosystem relation

A standalone WinMedia book on how AI capabilities are copied and how to assess claims about copying.

Extends WinMedia's work on evaluating evidence and identifying responsibility in AI-assisted systems.

The book gives readers questions to use when assessing a copying claim or choosing an AI service.

Access and format

Formats
Kindle eBook
Availability
Published
Release window
Kindle eBook available · reported in the week ending November 12, 2026
ASIN
B0HRCVYWBG

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