The possible formsof the world.
Tools to verify what machines produce, while there is still room to intervene.
The problem
Trust arrives before verification.
Models, simulators, and automated systems close the world into fluent answers. Numbers, decisions, content: they arrive ready for use, often before anyone can check them.
The Weltformel sought a formula that could explain everything. WELT FORM looks at the forms a system can take, the assumptions that hold them up, and where they begin to give way.
Contestation
Dubitor.
When an AI-backed decision is about to become policy, Dubitor has outside people examine it. The judgment is signed: it shows where the reasons do not hold.
You submit the decision and the reasons behind it. What comes back is a structured attack: weak points, hidden assumptions, ethical or legal exposure, signed by whoever wrote it.
Enter Dubitor
Research directions
Other lines of work.
Three open paths on risk estimates, system stability, and agent futures.
Confidence is not verification.
If your systems already produce outputs faster than human judgment, let’s talk. Buyers, researchers, investors: the conversation is open.
Contact