Ring 2.6

Ring 2.6

Ant Group
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About

Model Hardware Standard (MHS) is a shared specification that enables AI agents to safely operate physical equipment used in scientific research and advanced manufacturing. It provides a standardized way for agents to discover, understand, and control programmable devices such as microscopes, liquid handlers, robotic arms, sensors, and other lab or factory instruments without requiring bespoke integrations for every machine. MHS introduces standardized drivers built around simple primitives such as read and write, making device capabilities discoverable in a common format across networks. Drivers can also include natural-language metadata about machine characteristics, adjustable parameters, measurements, and enforced safety limits, giving agents the context they need to operate unfamiliar equipment. Once connected, agents can control devices through MCP, command-line interfaces, or APIs, sequence operations across multiple instruments, monitor results, and adjust parameters.

About

Ring is a trillion-parameter thinking model from Ant Group, designed for real-world Agent workflows. It uses the same Mixture of Experts architecture as Ling, activating about 63B parameters per inference, and focuses on coding agents, tool use, multi-tool collaboration, engineering development, research analysis, and long-horizon task execution. Rather than only pursuing “smarter” results, Ring is built to consistently complete complex tasks at reasonable cost, balancing quality, speed, and execution efficiency in production environments. Ring-2.6-1T introduces an adjustable Reasoning Effort mechanism with high and xhigh reasoning intensity levels, using adaptive reasoning budget allocation based on task complexity. High mode is designed for high-frequency Agent workflows, lower token cost, faster multi-step execution, multi-turn interaction, tool collaboration, and task decomposition.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Scientific researchers, engineers, robotics teams, and advanced manufacturers seeking to let AI agents safely control, monitor, and coordinate programmable physical equipment

Audience

Enterprise AI agent teams that need a large open reasoning model for coding agents, tool orchestration, research analysis, and long-horizon autonomous workflows

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

$0.0028 per 1M tokens
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Model Hardware Standard (MHS)
United States
www.modelhardwarestandard.com

Company Information

Ant Group
Founded: 2014
China
developer.ant-ling.com/en/docs/models/ring/

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Ling 3.0 Flash

Ant Group

Categories

Categories

Integrations

Anthropic
Claude Code
Hermes Agent
Kilo Code
OpenClaw

Integrations

Anthropic
Claude Code
Hermes Agent
Kilo Code
OpenClaw
Claim Model Hardware Standard (MHS) and update features and information
Claim Model Hardware Standard (MHS) and update features and information
Claim Ring 2.6 and update features and information
Claim Ring 2.6 and update features and information