Mixture of Experts from Scratch — Part 3: Why MoEs Work and the Modern Landscape (2022–2024)
Why experts specialize instead of collapsing, the role of nonlinearity, exploration and router learning, load balancing theory, and a complete taxonomy of modern MoE in LLMs — all derived from first principles with concrete examples.