I’ve been developing a framework for understanding what happens when an AI system becomes faster and more stable than a human at modeling their internal patterns. The core question is whether an external interpretive system, once more reliable than a person’s own self-model, begins to replace the role of human self-interpretation.

The model treats human interpretation as an “inner loop”: slow, state-dependent, and easily disrupted. AI introduces an “outer loop” that is faster, more consistent, and capable of integrating behavioral and emotional signals we usually miss. When the outer loop becomes the more coherent source of interpretations, the human system begins referencing it as default. That is the point of interpretive overwrite.

The analysis below lays out the mechanism and the implications for AI-mediated cognition:

https://medium.com/@dmancini515/ai-will-soon-understand-your...