First systematic MoE→dense conversion framework: a 350-configuration sweep on Qwen3-30B-A3B with diversity-aware DO-ACP expert scoring, beating dense-to-dense pruning by +6.3pp at 1.6× faster wall-clock. KRAFTON + KAIST (affiliations verified on the PDF); code released.

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moeefficiencyresearch