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DeepSeek V4: Open-source Intelligence at Scale

A fundamentally new architecture from DeepSeek. One million tokens of context, world-class performance across coding, math, and agentic tasks, and open weights available to run, fine-tune, or deploy anywhere.

Trusted by users from 10,000+ companies

Additional DeepSeek V4 Capabilities

Architecture innovations and practical capabilities that compound across every type of work.

Three Modes

Three Modes

Switch between Non-Think, Think High, and Think Max modes. Trade speed for depth depending on the task, from fast responses to maximum reasoning.

Dual Model Tiers

Dual Model Tiers

V4-Pro for maximum intelligence and V4-Flash for lightweight, fast, and low-cost use cases. Both share the same 1M context window and reasoning architecture.

MIT License

MIT License

Fully open weights for commercial and research use. Fine-tune, modify, and redistribute without restriction, with no proprietary terms attached.

Frequently Asked Questions

Find out the answer to the most common questions people are asking.

Agent Integrations

Agent Integrations

Native integration with Claude Code, OpenClaw, and OpenCode. DeepSeek uses V4-Pro for its own internal agentic coding workflows.

Dual API Compatibility

Dual API Compatibility

Supports both OpenAI ChatCompletions and Anthropic API formats. Drop into any existing integration without changing your client code.

Context Cache Pricing

Context Cache Pricing

Input cache pricing has been cut to one-tenth of previous levels as a permanent change, making repeated long-context calls significantly cheaper at scale.

Document Generation

Document Generation

DeepSeek V4 generates complete, formatted PDFs and slide decks directly from conversational prompts, with layout and structure handled by the model.

Math and STEM

Math and STEM

V4-Pro outperforms all open-source models and rivals the best closed-source models on the most demanding mathematical reasoning evaluations.

Local Deployment

Local Deployment

Fully runnable via vLLM, SGLang, and Docker. Quantized versions available through Ollama and LM Studio for resource-constrained environments.

Open-source Record, Frontier Competition

DeepSeek V4 sets a new bar for open-source models across coding, knowledge, and long-context tasks, trading punches with the best closed-source models available.

Best in Competitive Coding

Best in Competitive Coding

DeepSeek V4 scores 93.5% on LiveCodeBench, placing it above every other model in the comparison including Claude Opus 4.6, GPT-5.4, and Gemini 3.1 Pro. It also achieves the highest Codeforces rating of all tested models at 3206.

Comprehends Long Context

Comprehends Long Context

DeepSeek V4 scores 62% on CorpusQA at the full one million token context length. For teams processing full legal filings, research libraries, or large codebases in a single session, it is the strongest open-source option available.

Strongest Factual Recall

Strongest Factual Recall

V4-Pro Max scores 57.9% on SimpleQA-Verified, comfortably ahead of every open-source model and well above closed-source competitors including Claude Opus 4.6 at 46.2% and GPT-5.4 at 45.3%. Only Gemini 3.1 Pro scores higher among all models tested.

Answers Grounded in Real Knowledge
Answers Grounded in Real Knowledge
Answers Grounded in Real Knowledge

Answers Grounded in Real Knowledge

DeepSeek V4 leads all open-source models on factual retrieval. For knowledge-intensive work like research and technical analysis users get answers that are grounded in broad, accurate world knowledge rather than confident-sounding generalisations.

Answers Grounded in Real Knowledge
Full-document Reasoning and Search
Full-document Reasoning and Search
Full-document Reasoning and Search
Full-document Reasoning and Search

Full-document Reasoning and Search

V4-Pro processes a full one million tokens in a single session and scores ahead of every other model tested. Users working with long legal filings, large research corpora, or full codebase reviews get a model that reasons across the entire document.

Full-document Reasoning and Search
Complex Math and Science, Solved Reliably
Complex Math and Science, Solved Reliably
Complex Math and Science, Solved Reliably

Complex Math and Science, Solved Reliably

For researchers, engineers, and analysts working through quantitative problems, DeepSeek V4 delivers structured, step-by-step reasoning that holds up under scrutiny rather than arriving at plausible-looking but incorrect conclusions.

Complex Math and Science, Solved Reliably