Why Mixture-of-Experts Models Are Quietly Taking Over LLMs

Most frontier language models in 2026 use mixture-of-experts (MoE) architectures, where only a fraction of the model's parameters activate for any given input. This trick lets models have hundreds of billions of parameters while running with the inference cost of a much smaller model.