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What is Marco-o1?

Marco-o1 is a cutting-edge AI framework developed for advanced natural language comprehension and prompt problem-solving. It is carefully engineered to deliver precise and contextually relevant responses, blending deep linguistic knowledge with an optimized system that boosts speed and efficiency. This model excels in various environments, including interactive chat systems, content creation, technical support, and intricate decision-making tasks, adapting seamlessly to diverse user needs. With a strong emphasis on providing smooth, user-centric experiences, reliability, and compliance with ethical AI principles, Marco-o1 stands out as a premier tool for individuals and businesses seeking intelligent, adaptable, and scalable AI solutions. Furthermore, the incorporation of the MCTS technique allows for the exploration of multiple reasoning paths by leveraging confidence scores derived from the softmax-adjusted log probabilities of the top-k alternative tokens. This approach guides the model towards the most effective solutions while ensuring a high degree of accuracy. As a result, these features not only bolster the model’s performance but also play a crucial role in enhancing user satisfaction and engagement, making it a valuable asset in the evolving landscape of AI technology.

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.

Media

Media

Integrations Supported

Hugging Face
DeepSeek
Lorka
Ollama
Shiori
Tabbit Browser
Zo Computer

Integrations Supported

Hugging Face
DeepSeek
Lorka
Ollama
Shiori
Tabbit Browser
Zo Computer

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

AIDC-AI

Company Location

United States

Company Website

github.com/AIDC-AI/Marco-o1

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

deepseek.com

Categories and Features

Categories and Features

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