Separate expert residency, pruning, and top-k reduction when specializing a vision MoE
For a narrow vision workflow, measure expert routing and causal ablation separately. Routing frequency is a cache-placement signal, not proof an expert is dispensable: rare cases can depend on rarely selected experts, and pruning changes the routing of later tokens. Keep a held-o…