Independent builder

Careful systems thinker

Mirror protocolMP–01

I build small tools.
I study large consequences.

Independent builder working on computer use, learner-owned systems, and open questions about AI safety.

An original cubist double portrait representing reflection between a builder and an intelligent system
Builder / system / mirror — an original study in divided perspective.

02AI safety research

Proceeding carefully.

Manuscript

I am developing a line of thought about quantifying everything, non-sovereignty, and mirror deterrence. This is an evolving manuscript—not a finished paper—and I welcome serious criticism and collaboration.

Quantifying Everything→Non-Sovereignty→Mirror Deterrence

03Contact me

Collaborate, question, or offer a better argument.