siliconflow/deepseek-v3.2

DeepSeek-V3.2 is a model combining high computational efficiency with outstanding reasoning and agent performance, built on three key breakthroughs: DeepSeek Sparse Attention (DSA), an efficient attention mechanism that significantly reduces computational complexity while preserving model performance and is specially optimized for long-context scenarios; a scalable reinforcement learning framework through which the model rivals GPT-5, with its high-compute version matching Gemini-3.0-Pro in reasoning; and a large-scale agent task synthesis pipeline that integrates reasoning into tool-use scenarios to improve instruction-following and generalization in complex interactive environments. The model achieved gold-medal performance at the 2025 International Mathematical Olympiad (IMO) and International Olympiad in Informatics (IOI).