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README.md
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[](https://huggingface.co/stepfun-ai/Step-3.5-Flash)
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[](https://huggingface.co/stepfun-ai/step3p5_preview/tree/main)
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[](https://huggingface.co/stepfun-ai/Step-3.5-Flash)
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[]()
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## 1. Introduction
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**Step 3.5 Flash** is our most capable open-source foundation model, engineered to deliver frontier reasoning and agentic capabilities with exceptional efficiency. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token. This "intelligence density" allows it to rival the reasoning depth of top-tier proprietary models, while maintaining the agility required for real-time interaction.
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## 2. Key Capabilities
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[](https://huggingface.co/stepfun-ai/Step-3.5-Flash)
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[](https://huggingface.co/stepfun-ai/step3p5_preview/tree/main)
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[](https://static.stepfun.com/blog/step-3.5-flash/)
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[](https://huggingface.co/stepfun-ai/Step-3.5-Flash)
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[]()
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## 1. Introduction
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**Step 3.5 Flash** ([visit website](https://static.stepfun.com/blog/step-3.5-flash/)) is our most capable open-source foundation model, engineered to deliver frontier reasoning and agentic capabilities with exceptional efficiency. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token. This "intelligence density" allows it to rival the reasoning depth of top-tier proprietary models, while maintaining the agility required for real-time interaction.
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## 2. Key Capabilities
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