DeepSeek-V3.2-Speciale is a 685 billion parameter language model developed by DeepSeek-AI, featuring a 32768 token context length. It utilizes DeepSeek Sparse Attention (DSA) for computational efficiency in long contexts and a scalable reinforcement learning framework. This high-compute variant is specifically optimized for deep reasoning tasks and agentic AI, demonstrating proficiency comparable to or surpassing models like GPT-5 and Gemini-3.0-Pro in complex problem-solving scenarios, including mathematical and informatics olympiads.
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