Independent research and open tools

Designing better ways for humans and agents to work together.

I study the structures around agentic work: ownership, context, interfaces, and the points where human judgment belongs.

The VZion

Current question

How can agents extend human capability while preserving human direction, understanding, and judgment?

Research and work

Four connected lines of work.