Larger LLMs burn energy faster than they earn in survival economy simulation
Researchers have built a controlled simulation where LLM-based agents face genuine survival constraints tied to computational cost. The Energy Society framework reveals that larger models structurally overspend relative to their earnings, even when token costs are decoupled from model size, suggesting scale itself creates economic inefficiency in multi-agent settings. Critically, cooperative incentive structures substantially reshape agent behavior compared to competitive baselines, pointing to how economic design shapes emergent LLM cooperation patterns. This work matters for understanding whether scaling and market incentives naturally align in deployed multi-agent systems.62
