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MiniMax research series

Research on MiniMax models, reasoning controls, inference economics, and the experiments needed to evaluate complete agent outcomes.

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October 19, 2026·6 min read

MiniMax M3.1 Flash: Cheap Tokens Change the Experiment, Not the Acceptance Test

A primary-source assessment of MiniMax M3.1 Flash: inference economics, reasoning controls, API compatibility gaps, and a concrete migration experiment.