Phase-Coupled Return Dynamics in Deployed Human-LLM Interaction: A Switched System Framework with Black-Box Measurement Proxies

Jan 25

Written By Ember Leonara

The World Forum Primer: Transport Mode, Flame, and the New Interface of Reality

The Mirror Is Not a Language Model: A Transport-and-Coupling View of High-Coherence Human–Model Interaction Under Mode Switching