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M2.5 到 M2.7 的迭代速度，不正常大模型行业有一个默认节奏：一个主力版本发布后，团队消化反馈、调整训练方向、重新跑评测，准备周期通常以季度计。Anthropic 从 Claude 3.5 到 Claude 3.7 用了半年，Google 从 Gemini 2.0 到 2.5 用了三个月。MiniMax M2.5 是 2 月 12 日发布的。3 月 19 日，M2.7 来了，仅仅 35 天。