Runtime as featured inForbesRead the article
All open source models
DeepSeek logo

DeepSeek V4 Pro

DeepSeek · #3 in our ranking · Best for reasoning

DeepSeek V4 Pro is an open-weight mixture-of-experts model from DeepSeek, released Aug 2026, with 1.6T parameters, a 1M-token context window, and the MIT.

DeepSeek-V4-Pro-0813 supersedes the V4 Pro preview with much better agentic performance in production settings. It adds a DSpark speculative decoding module and is released under MIT, so commercial use and fine-tuning are straightforward.

DeepSeek V4 Pro specs

Context1M tokens
Parameters1.6T
Provider
DeepSeek
Architecture
Mixture-of-experts
Parameters
1.6T total
Context
1M tokens | 786K words
License
MIT Commercial use
Input
Text
Released
Aug 2026

Sourced from the model card on Hugging Face. Last checked 2026-10-01.

Highlights

  • MIT license
  • 1M-token context
  • Strong reasoning and tool use

Where it fits for payment teams

Harnesses in Runtime

Run DeepSeek V4 Pro through any of these harnesses on Runtime.

Claude CodeOpenCodeCline

Provider-reported benchmarks

Terminal Bench 2.187.9
Toolathlon Verified74.1
CyberGym83.3

Benchmark scores are reported by each model provider on its Hugging Face model card. They are not independently verified by Runtime.

How to run DeepSeek V4 Pro

01

Download the weights

Pull deepseek-ai/DeepSeek-V4-Pro-0813 from Hugging Face. Check the MIT before you deploy.

02

Serve it in your cloud

Run it with vLLM or SGLang on your own GPUs, or use a managed provider that hosts the model.

03

Put it to work in Runtime

Point an agent or a single skill at the model through OpenCode, then compare it to your current model with evals.

DeepSeek V4 Pro FAQ

What is the context window of DeepSeek V4 Pro?

+

DeepSeek V4 Pro supports a 1M-token context window (1,048,576 tokens), roughly 786K words of English text.

How many parameters does DeepSeek V4 Pro have?

+

DeepSeek V4 Pro is a mixture-of-experts model with 1.6T total parameters.

Is DeepSeek V4 Pro free for commercial use?

+

Yes. DeepSeek V4 Pro is released under the MIT license, which is permissive and allows commercial use and fine-tuning.

What can DeepSeek V4 Pro take as input?

+

DeepSeek V4 Pro accepts text input and generates text.

Is DeepSeek V4 Pro good for payment reconciliation?

+

Yes. DeepSeek V4 Pro is our #1 pick for payment reconciliation. Strong reasoning, a 1M-token context for whole settlement files, and an MIT license you can self-host without legal review.

Is DeepSeek V4 Pro good for merchant underwriting?

+

Yes. DeepSeek V4 Pro is our #3 pick for merchant underwriting. Careful reasoning for borderline cases, under an MIT license.

Is DeepSeek V4 Pro good for AML and compliance investigations?

+

Yes. DeepSeek V4 Pro is our #1 pick for AML and compliance investigations. Strong reasoning and an MIT license, a solid default for case narratives.

Can I run DeepSeek V4 Pro in my own cloud with Runtime?

+

Yes. Download the weights from Hugging Face (deepseek-ai/DeepSeek-V4-Pro-0813) and serve them with vLLM or SGLang in your cloud, or use a managed provider that hosts the model. Runtime agents can then use DeepSeek V4 Pro through a harness like OpenCode, with your data staying in your environment.