

Communicative alignment is not compliance. It is stability under interaction.
This work examines how meaning persists, transforms, and destabilizes across multi-turn Human-AI exchanges. Rather than forcing outputs, we study how interaction dynamics evolve over time.
We don't chase responses. We study trajectories.
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