Active work across the commons.

Nearly a decade of participation in the UN ITU's flagship annual convening on AI for sustainable development from early Data Commons proposals to governance framework contributions.

A multi-year initiative developing practical, evidence-based frameworks for what it means for trust in AI systems to be justified rather than assumed.

The AI Model and Data Permission Layer a modular licensing framework that makes AI training permissions explicit, portable, and operational across jurisdictions.

Gatherings across WEF, Wikimania, Funding the Commons, Decentralized Web Camp, and private salons building the relationships that make coordination possible.