Discover DeepSeek V3.2: A New Era of Reasoning

Unlock advanced reasoning and tool-use capabilities with DeepSeek V3.2.

Input: text Output: text Context: 163,840 tokens Release: 2025-12-01

DeepSeek V3.2, released by deepseek on December 1, 2025, is a powerful text-to-text model designed for high computational efficiency and strong reasoning abilities. With an impressive context length of 131,072 tokens, this model excels in long-context scenarios. It employs a unique DeepSeek Sparse Attention (DSA) mechanism that optimizes training and inference costs while maintaining quality. The model also features a scalable reinforcement learning framework that enhances its reasoning capabilities, placing it in the GPT-5 performance class. Users can easily control reasoning behavior, making it suitable for various interactive environments. With its ability to synthesize agentic tasks, DeepSeek V3.2 improves compliance and generalization, making it a versatile choice for developers and researchers alike.

Use Cases

Here are a few ways teams apply DeepSeek: DeepSeek V3.2 in practice—from fast drafting to multimodal understanding. Adapt these ideas to your workflow.

Enhance reasoning in complex tasks

Support long-context interactions

Facilitate agentic tool-use scenarios

Improve compliance in AI applications

Key Features

A quick look at the capabilities that make this model useful in real projects.

DeepSeek Sparse Attention for efficiency

131,072 token context length

Scalable reinforcement learning framework

Control over reasoning behavior

High performance in interactive environments

Specs

Overview

Vendor
deepseek

Model ID
deepseek/deepseek-v3.2

Release
2025-12-01

Modalities & context

Input
text

Output
text

Context
163,840 tokens

Parameters & defaults

Supported parameters: frequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p

Defaults: temperature 1, top_p 0.95

Benchmark tests: DeepSeek: DeepSeek V3.2

We ran this model against a few representative prompts to show its range. Review the outputs below and be the judge.

Text

Prompt:

Write 150 words on how AI might positively upend work, leisure and creativity

AI is poised to positively upend our lives by transforming labor, leisure, and creativity. In the workplace, it will automate routine tasks, freeing humans to focus on complex problem-solving, strategic thinking, and empathetic roles. This shift could foster more meaningful careers and a better work-life balance. For leisure, AI will offer hyper-personalized experiences, from curating entertainment to acting as a tireless tutor for new hobbies, making personal growth more accessible. Most profoundly, AI is emerging as a collaborative partner in creativity. It can act as a muse for artists, a co-writer for authors, and a compositional tool for musicians, democratizing creative expression and pushing the boundaries of human imagination. By handling the mundane, AI empowers us to become more human—more innovative, more connected, and more fulfilled.

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up.end

/ˌəpˈend/

verb

To “upend” means to completely disrupt, overturn, or drastically change the established order or structure of something. It implies a significant shift or alteration that can potentially have far-reaching consequences. When something is upended, it is turned upside down or transformed in a way that challenges conventional norms or expectations. The term often carries a sense of innovation, transformation, and sometimes even a hint of upheaval, indicating that the changes are not just minor adjustments but rather a fundamental reimagining of the status quo.

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