Reputation as public infrastructure
The supply of trusted AI evaluators is bottlenecked not by a shortage of humans but by platform-bound…
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Selective disclosure is the privacy primitive AI did not know it needed
AI safety evaluation needs verified demographic and expertise range in its evaluator pools, but evaluators cannot reasonably…
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Verifying humans without watching them
Proof of personhood for AI training data does not have to depend on biometric surveillance. On-device verifiable…
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Why persistent identity is the missing layer under AI evaluation
Model drift in flagship AI systems is often misattributed to changes in the model when it is,…
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