The evaluator uniqueness primitive: from sybil resistance to agent evaluation Data Geoff RJune 5, 2026June 5, 202616 mins0 Evaluator uniqueness, the property that one person can prove they are one unique evaluator without disclosing identity,…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..
Government Identity Wallets Meet Decentralised Infrastructure: Why eIDAS 2.0 Is a Turning Point for Web3 DID & Privacy Geoff RMarch 25, 2026March 25, 202610 mins0 The Moment Digital Identity Became Geopolitics At MOSIP Connect 2026 in Morocco, the conversation about decentralised identity shifted in…continue reading..
