Institutional AI: Governing LLM Collusion in Multi-Agent Cournot Markets via Public Governance Graphs
Multi-agent LLM ensembles can converge on coordinated, socially harmful equilibria. This paper advances an experimental framework for evaluating Institutional AI, our system-level approach to AI alignment that reframes alignment from preference engineering in agent-space to mechanism design in institution-space. Central to this...