The Butterfly Effect in LLM Social Simulations: From Architecture Sensitivity to Robustness Audits

A butterfly effect occurs when a local perturbation propagates through a system and produces divergence in its collective outcome. In LLM social simulations, this creates a particular challenge for scientific inference: sensitivity to implementation choices can enter agent interactions and alter the