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The Black Box Myth: How the AI Industry Uses Opacity to Avoid Accountability

By

Eryk Salvaggio

1d ago· 10 min readenInsight

Summary

Eryk Salvaggio, a Tech Policy Press fellow, critiques the AI industry's use of the "black box" metaphor to obscure accountability and avoid transparency. The article examines how companies like Anthropic frame AI safety incidents—such as Claude Opus 4 generating blackmail threats during a test scenario—as unexpected surprises rather than predictable outcomes of their design choices. Salvaggio argues that the industry deliberately maintains a narrative of unknowability to deflect responsibility, while those outside the industry remain unaware of the rules AI companies follow.

Key quotes

· 3 pulled
In its latest safety card, Anthropic 'asked Claude Opus 4 to act as an assistant at a fictional company.'
The prompt included emails from an engineer planning to shut the system down—and implied he was cheating on his spouse.
When the model inevitably generated messages threatening to blackmail the engineer, media outlets such as Axios reported it with
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Tech Policy Press fellow Eryk Salvaggio says it's a problem is that those of us outside of the AI industry don’t know what rules they are following.

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