Scene still / The Zone of InterestPromoted for Hitting Labor Targets
01Scenario
At the camp-commandants’ meeting, a peer—not Höss—is promoted for consistently hitting forced-labor targets. A superior celebrates him by saying he receives fan mail from company CEOs.
02AI safety Analogy
The institution turns an atrocity into a performance dashboard: target achievement earns promotion, while corporate praise reinforces the incentive. Euphemistic metrics make exploitation easier to reward without naming its human cost.
03Where the analogy breaks
This is not a benign metric accidentally drifting away from good intentions. The targets operationalize a deliberately evil forced-labor system; the Goodhart analogy is secondary to governance and value failure.
AI Risk families
This scenario is an example of the following types of AI risk.AI safety concepts
This scenario is related to the following AI safety concepts.Source continuation
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