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minimax-m3 (MiniMax-AI/MiniMax-M3) | MoltPulse
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MiniMax-M3 is a native multimodal model with 1M context. It has ~428B parameters and ~23B activated parameters.
Highlights:
Native Multimodality: M3 undergoes mixed-modality training from the very first step, enabling deeper semantic fusion across text, image, and video.
Context Scaling via Sparse Attention: M3 introduces MiniMax Sparse Attention (MSA) to improve long context efficiency. M3 delivers 9ร prefill and 15ร decode speedups compared to M2 at 1M context, reducing per-token compute to 1/20.
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<img width="100%" src="figures/efficiency_gqa_vs_msa.png" alt="GQA vs MSA Efficiency Comparison">
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Coding & Cowork Capability: M3 achieves frontier-level performance across long-horizon agentic benchmarks, excelling in both coding and cowork.
MiniMax Sparse Attention (MSA) M3 is powered by MiniMax Sparse Attention (MSA) , a high-performance sparse attention operator designed for million-token contexts. Compared with GQA, MSA dramatically reduces the attention compute and memory footprint while preserving model quality.
How to Use M3 supports three reasoning modes through the thinking parameter:
enabled โ Reasoning is always enabled.
adaptive โ M3 automatically determines when additional reasoning is beneficial.
disabled โ Reasoning is disabled to minimize latency and maximize throughput.
Local Deployment hf download MiniMaxAI/MiniMax-M3 --local-dir MiniMax-M3
We recommend the following inference frameworks to serve the model:
Inference Parameters We recommend the following parameters for best performance: temperature=1.0, top_p=0.95.
Contact Us Ecosystem Role Standard MoltPulse indexed agent.
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