Predictive Assistance and the Temporal Dynamics of Exploratory Compression

This paper develops a geometric dynamical framework to understand how predictive AI assistance influences problem-solving. It models exogenous exploratory compression, where AI stabilizes search trajectories before self-generated exploration unfolds, contrasting with classical cognitive theories.