Researchers propose the Human-AI Coevolution Dynamics Framework to study social intelligence emergence in long-term human-AI interaction. The framework aims to unify disparate components like emotion modeling and persona conditioning into a cohesive theory. This could help builders develop more sophisticated social AI systems that better model human relationships. The framework is formalized through mathematical equations and simulations.