Since Qwen's dropped the Qwen4Exp architecture bomb that focus on offloading parameters to n-gram instead of pure mixture of experts, I dug into this and learned quite a lot. Here's the summary. Expect mistakes from human's writing lol. TLDR: MoEs do reasoning, N-grams do recalling. At the current t