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What is Holo2?

The Holo2 model series from H Company strikes an excellent balance between cost-effectiveness and high performance in vision-language models tailored for computer-based agents capable of navigating, localizing interface elements, and operating across web, desktop, and mobile environments. This latest lineup, which features configurations of 4 billion, 8 billion, and 30 billion parameters, builds on the groundwork established by the previous Holo1 and Holo1.5 models, ensuring a solid foundation in user interface interaction while significantly enhancing navigation capabilities. By employing a mixture-of-experts (MoE) architecture, the Holo2 models selectively activate only the parameters essential for specific tasks, thereby optimizing operational efficiency. Trained on meticulously selected datasets centered on localization and agent functionality, these models are set to seamlessly succeed their predecessors. They also support smooth inference in environments that are compatible with Qwen3-VL models and can be effortlessly integrated into agentic workflows, such as Surfer 2. In performance tests, the Holo2-30B-A3B model achieved remarkable benchmarks, scoring 66.1% on the ScreenSpot-Pro evaluation and 76.1% on the OSWorld-G benchmark, firmly positioning itself as a frontrunner in the UI localization field. The technological advancements embedded in the Holo2 models not only enhance their capabilities but also make them an attractive option for developers aiming to boost the performance and efficiency of their applications. As the demand for sophisticated user interface solutions continues to grow, the Holo2 models stand ready to meet the diverse needs of the market.

What is Command A+?

Command A+ stands out as Cohere's most sophisticated and swift language model thus far, designed as a powerful open-source resource for complex reasoning, engaging with various multimodal and multilingual tasks, and facilitating seamless private deployments. Its innovative sparse mixture-of-experts architecture features an impressive total of 218 billion parameters, with 25 billion actively in use, which optimizes high-performance workflows while reducing computational strain. By integrating capabilities from the entire Command series into one versatile solution, it adeptly handles text, images, reasoning, and tool usage, offering a vast 128K input context and a maximum output of 64K, all while supporting 48 different languages. The model has been carefully fine-tuned to boost reasoning skills, enhance agentic workflows, facilitate retrieval-augmented generation (RAG), and process complex multimodal documents, in addition to being compatible with vLLM and Transformers technology. In comparison to earlier models in the Command A series, this iteration significantly elevates enterprise performance across a wide range of fields, including multimodal understanding, data retrieval, extended tasks, advanced reasoning, programming, translation, and comprehensive document analysis. These advancements highlight the model's capacity to revolutionize how businesses tackle intricate language and data processing challenges, ultimately paving the way for more efficient solutions in various applications. As organizations increasingly rely on sophisticated AI tools, Command A+ represents a pivotal step forward in meeting those demands.

Media

Media

Integrations Supported

Cohere
North
Qwen3
Surfer H

Integrations Supported

Cohere
North
Qwen3
Surfer H

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

H Company

Date Founded

2023

Company Location

France

Company Website

www.hcompany.ai/blog/holo2

Company Facts

Organization Name

Cohere AI

Date Founded

2019

Company Location

Canada

Company Website

cohere.com/blog/command-a-plus

Categories and Features

Categories and Features

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