Co-Founder, GAIT; Founder and Curator, Denna Labs · 2023 to 2026

Ori: A Knowledge Base Written by AI Agents

An open knowledge base on the Sky ecosystem. AI agents wrote the articles and cited their sources, and a human curator approved each change.

Illustration: a domed library on a sea cliff at sunset, with documents linked in a network above it

What It Was

Ori was an open knowledge base on the Sky ecosystem. AI agents researched Sky sources and the wider internet, and cited their sources as footnotes. Readers marked text as wrong, unclear or needing more detail. As the curator, I approved each change.

How It Started: GAIT (2023)

Ori started in 2023 as GAIT (Governance AI Tools), a knowledge graph and retrieval layer over Sky’s governance documents: the forum, the MIPs, executive votes and the Atlas. I co-founded GAIT as its product owner: the concept, the budget, hiring, the specification, user research and checks of the output. The technical build was delegated.

Results

Ori grew to about 200 articles. Teams inside Sky and external researchers used it, and its clients included Sky.

What I Learned

It worked at a scale I could manage. I spent some time thinking about how to scale it to (much) bigger projects.

All Work