Research
Research and writing
How causal digital twins work, and what still has to be solved.
Draft
Digital twins tell you what. Causal digital twins tell you why.
A digital twin shows what is happening inside a machine. A causal digital twin adds why, and what would happen if you changed something. You can build one with or without an existing twin.
Read the draft
Draft
Two hundred alarms, one cause.
One fault triggers a chain reaction and hundreds of alarms fire in the control room. A causal graph separates the one cause from its consequences.
Read the draft DraftWhy correlation-based AI breaks when the machine moves.
It worked on the Texas fleet. Will it work in Norway? Correlations break when conditions change. Physics-like causal rules hold everywhere.
Read the draftWhere to start
Want the short version?
The capabilities page shows what a causal digital twin answers. How it's built shows how the model is made.