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A way deployed inside the true setting would require to extra info handle uncertainty in its observations and interventions. For this, we present an approach to introduce uncertainty of state variables in causal reasoning employing a constructivist AI architecture. ...This introductory component attempts to lay the framework for a comprehensive Eva