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proof of personhood

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…
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Peak Human Content: Why 2025 Was the Line

Peak Human Content: Why 2025 Was the Line
  • Data
Geoff RApril 13, 2026April 13, 202614 mins0
Peak human content is behind us. In 2025, humans produced the majority of content on the internet…
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Privacy, Data and the Future of AI Data

Privacy, Data and the Future of AI Data
  • Data
Geoff RApril 10, 2026May 5, 202624 mins0
Why we brought this conversation back AI data privacy is no longer a niche concern. The Ontology…
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