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DeepSeek-V3.2: Open Source Model Rivals GPT-5 and Matches Gemini-3.0-Pro

·353 words·2 mins·
Pini Shvartsman
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Pini Shvartsman
Architecting the future of software, cloud, and DevOps. I turn tech chaos into breakthrough innovation, leading teams to extraordinary results in our AI-powered world. Follow for game-changing insights on modern architecture and leadership.

DeepSeek just released DeepSeek-V3.2 and DeepSeek-V3.2-Speciale—reasoning-first open-weight models built for agents. V3.2 is the official successor to V3.2-Exp and is now live on App, Web, and API. The Speciale variant pushes reasoning capabilities to the limit.

World-leading reasoning
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DeepSeek-V3.2 is positioned as your daily driver at GPT-5 level performance, balancing inference speed vs. response length.

DeepSeek-V3.2-Speciale maxes out reasoning capabilities, rivaling Gemini-3.0-Pro. It achieves gold-medal results in the 2025 IMO, CMO, ICPC World Finals, and IOI—the same competitive programming and math olympiads that define frontier AI capability.

Key benchmark results for V3.2-Speciale:

  • 96.0% on AIME 2025 (vs GPT-5 High’s 94.6%)
  • 99.2% on HMMT Feb 2025 (vs Gemini-3.0-Pro’s 97.5%)
  • 2701 Codeforces rating (77k tokens)—notably, GPT-5 High edges ahead here at 2708

Thinking in tool-use
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This is DeepSeek’s first model to integrate thinking directly into tool-use. V3.2 supports tool-use in both thinking and non-thinking modes—a capability gap that has limited open models in agentic workflows.

Behind this: a new massive agent training data synthesis method covering 1,800+ environments and 85,000+ complex instructions. This systematic approach to agentic post-training improves generalization and instruction-following in real-world tool-use scenarios.

API and availability
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  • V3.2: Same usage pattern as V3.2-Exp, full tool-use support
  • V3.2-Speciale: Temporary endpoint at api.deepseek.com/v3.2_speciale_..., same pricing as V3.2, no tool calls, available until December 15, 2025

Note: V3.2-Speciale dominates complex tasks but requires higher token usage. It’s currently API-only without tool-use to support community evaluation and research.

Open source release
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Both models and the full technical report are available on Hugging Face:

Why this matters
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The gap between open and closed-source AI has been widening. DeepSeek-V3.2 directly challenges that trend—demonstrating that open models can compete with GPT-5 on daily tasks and approach Gemini-3.0-Pro on complex reasoning.

For developers building AI agents, this means frontier-level reasoning and tool-use capabilities without vendor lock-in.

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