A pre-registered experiment on Claude Opus 4.8 agents confirms an information-theoretic capacity region for coupled LLM-agent markets (with one key result being an algebraic identity) and finds that LLM populations exhibit attractor dynamics with dispersion collapse rather than smooth mean-field响应.
and Ebersole, Charles R
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Information Limits and Attractor Dynamics in Economies of Frontier LLM Agents: A Pre-Registered Test
A pre-registered experiment on Claude Opus 4.8 agents confirms an information-theoretic capacity region for coupled LLM-agent markets (with one key result being an algebraic identity) and finds that LLM populations exhibit attractor dynamics with dispersion collapse rather than smooth mean-field响应.