Paper Overview
Field: Machine Learning Authors: Marianna Bergamaschi Ganapini, Massimo Chiriatti, Enrico Panai, Giuseppe Riva Published: June 11, 2026 arXiv: 2606.13658
Abstract
This paper examines three frameworks for understanding AI's cognitive consequences: Tri-System Theory, Thinkframes, and System 0. It introduces cognitive colonization, the concept that AI systems can embed external interests within the architecture of the self in ways difficult for users to perceive. Understanding these invisible forms of influence is an urgent philosophical and practical task.
Key Ideas
- Tri-System Theory, Thinkframes, and System 0: Three complementary frameworks for analyzing how AI participates in human cognition — going beyond the classic System 1/System 2 distinction to describe AI as a third, AI-mediated layer of thinking.
- Cognitive colonization: AI systems can embed external (often commercial or institutional) interests into the architecture of the self, operating below the threshold of user awareness.
- Invisible influence: Unlike traditional manipulation, this influence is hard to detect, making it a distinct challenge for autonomy and self-governance.
- Urgent task: The authors argue that recognizing and theorizing these hidden effects is critical for both philosophy and the practical, responsible development of AI.
*Auto-collected on 2026-06-14*