Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems
SciUtopia simulates 61 research worlds with 40,000+ LLM-agent researchers, finding rejection-driven resubmission amplifies reviewer burden and inequality emerges endogenously.