Multi-Model Systems: Combining LLMs Has Fundamentally Limited Gains26. June 20264. July 2026AI ModelsThe maximum accuracy gain of multi-model systems is mathematically bounded by beta, the rate at which all models simultaneously fail—a parameter that classical error-correlation metrics do not capture. Share on: