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What is DeepSeek-V3.2?

DeepSeek-V3.2 represents one of the most advanced open-source LLMs available, delivering exceptional reasoning accuracy, long-context performance, and agent-oriented design. The model introduces DeepSeek Sparse Attention (DSA), a breakthrough attention mechanism that maintains high-quality output while significantly lowering compute requirements—particularly valuable for long-input workloads. DeepSeek-V3.2 was trained with a large-scale reinforcement learning framework capable of scaling post-training compute to the level required to rival frontier proprietary systems. Its Speciale variant surpasses GPT-5 on reasoning benchmarks and achieves performance comparable to Gemini-3.0-Pro, including gold-medal scores in the IMO and IOI 2025 competitions. The model also features a fully redesigned agentic training pipeline that synthesizes tool-use tasks and multi-step reasoning data at scale. A new chat template architecture introduces explicit thinking blocks, robust tool-interaction formatting, and a specialized developer role designed exclusively for search-powered agents. To support developers, the repository includes encoding utilities that translate OpenAI-style prompts into DeepSeek-formatted input strings and parse model output safely. DeepSeek-V3.2 supports inference using safetensors and fp8/bf16 precision, with recommendations for ideal sampling settings when deployed locally. The model is released under the MIT license, ensuring maximal openness for commercial and research applications. Together, these innovations make DeepSeek-V3.2 a powerful choice for building next-generation reasoning applications, agentic systems, research assistants, and AI infrastructures.

What is DeepSeek-V3?

DeepSeek-V3 is a remarkable leap forward in the realm of artificial intelligence, meticulously crafted to demonstrate exceptional prowess in understanding natural language, complex reasoning, and effective decision-making. By leveraging cutting-edge neural network architectures, this model assimilates extensive datasets along with sophisticated algorithms to tackle challenging issues in numerous domains such as research, development, business analytics, and automation. With a strong emphasis on scalability and operational efficiency, DeepSeek-V3 provides developers and organizations with groundbreaking tools that can greatly accelerate advancements and yield transformative outcomes. Additionally, its adaptability ensures that it can be applied in a multitude of contexts, thereby enhancing its significance across various sectors. This innovative approach not only streamlines processes but also opens new avenues for exploration and growth in artificial intelligence applications.

Media

Media

Integrations Supported

DeepSeek
Ollama
Oxlo.ai
Hugging Face
Lorka
OpenTag
Shiori

Integrations Supported

DeepSeek
Ollama
Oxlo.ai
Aider
C
C#
CSS
F#
Go
HTML
Julia
PHP
PPT AI
Scala
SiliconFlow
Yonoo

API Availability

API Availability

Has API

Pricing Information

Free
Open source
Free Version

Pricing Information

Free
Open source
Free Version

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Linux

Customer Service / Support

Not specified

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

deepseek.com

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

www.deepseek.com

Categories and Features

AI Models

Not specified

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

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