Study tests information limits and attractor dynamics in LLM agent economies

A pre-registered two-part experiment using Claude Opus 4.8 tests quantitative predictions about coupled multi-agent systems, including an information-theoretic capacity region for wealth growth. The paper examines attractor dynamics in frontier LLM agent economies.