Vision

Liquid democracy and AI-assisted coordination.

The research work asks how AI interfaces can help people express goals, delegate trust, compare tradeoffs, and coordinate action without turning every decision into a meeting.

Plain-language governance

Interfaces that show decisions, options, and consequences before they collapse into slogans.

Delegation with memory

Trust networks where support can move as people learn, not only on election day.

AI as civic staff

Models that summarize, compare, translate, and list consequences while humans keep authority.

Civic R&D

Share research or prototype work.

Send notes, prototypes, datasets, or implementation work related to delegation and public decision-making.