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… Our inference kernel is available at: https://github.com/MiniMax-AI/MSA. A production-grade natively multimodal model powered by MSA has been publicly released at: https://huggingface.co/MiniMaxAI/MiniMax-M3. …
… Generated by Qwen/Qwen2.5-Coder-32B-Instruct We present MaxProof, a population-level test-time scaling framework for competition-level mathematical proof in the MiniMax-M3 series . …
… While we have only evaluated SparDA on 8B models, we hope it can shed light on inference optimization for larger frontier models with sparse attention capability, including DeepSeek-V4, GLM-5.1, and MiniMax M3. …