Research & ideasPublished and in development

Questions about the future that deserve better thinking.

Published2
In developmentLabelled, not listed as finished

The Community-First Intelligence Framework

Integrating Ubuntu ethics into AI development and deployment practice. In active use across SingularityNET's R&D Guilds, AI Sandbox and Global Ethics Initiative. Being prepared for publication with a permanent identifier.

Read what exists ↗

Governing AI at the Edge

Community-driven AI adoption and the limits of frontier governance frameworks in West Africa. What changes when local institutions and affected communities are treated as participants in governance rather than recipients of it.

Unpublished · in progress