Paper introduces CausalNav, reliability-certified causal world models

Paper introduces CausalNav, a controller built on signed, action-conditioned causal world models that certifies reliability under physical-parameter shift. It treats a world model as useful only if it changes what the agent does, and safe only if it declines to act when wrong.