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  Together, we are building artificial general intelligence with everyone, ensuring AI is accessible to everyone, and addressing the challenges of tomorrow responsibly.
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  Here are our tech report and paper:
 
 
 
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  - [VTP: Towards Scalable Pre-training of Visual Tokenizers for Generation](https://huggingface.co/papers/2512.13687)
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  - MiniMax M2 Tech Blogs:
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  - Tech Blog 1: [What makes good reasoning data](https://huggingface.co/blog/MiniMax-AI/what-makes-good-reasoning-data)
 
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  Together, we are building artificial general intelligence with everyone, ensuring AI is accessible to everyone, and addressing the challenges of tomorrow responsibly.
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  Here are our tech report and paper:
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+ - MiniMax M2.1 Tech Blogs:
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+ - Tech Blog 1: [M2.1: Multilingual and Multi-Task Coding with Strong Generalization](https://huggingface.co/blog/MiniMaxAI/multilingual-and-multi-task-coding-with-strong-gen)
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+ - Tech Blog 2: [Why We Built VIBE Bench: Rethinking Evaluation for Real Workloads](https://huggingface.co/blog/MiniMaxAI/why-we-built-vibe-bench)
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  - [VTP: Towards Scalable Pre-training of Visual Tokenizers for Generation](https://huggingface.co/papers/2512.13687)
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  - MiniMax M2 Tech Blogs:
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  - Tech Blog 1: [What makes good reasoning data](https://huggingface.co/blog/MiniMax-AI/what-makes-good-reasoning-data)