Reputation as public infrastructure Data Geoff RMay 22, 2026May 22, 202611 mins0 The supply of trusted AI evaluators is bottlenecked not by a shortage of humans but by platform-bound…continue reading..
Selective disclosure is the privacy primitive AI did not know it needed Data Geoff RMay 21, 2026May 21, 202612 mins0 AI safety evaluation needs verified demographic and expertise range in its evaluator pools, but evaluators cannot reasonably…continue reading..
Verifying humans without watching them Data Geoff RMay 20, 2026May 20, 202611 mins0 Proof of personhood for AI training data does not have to depend on biometric surveillance. On-device verifiable…continue reading..
Why persistent identity is the missing layer under AI evaluation Data Geoff RMay 19, 2026May 19, 202611 mins0 Model drift in flagship AI systems is often misattributed to changes in the model when it is,…continue reading..
