Audience
Enterprise AI agent teams that need a large open reasoning model for coding agents, tool orchestration, research analysis, and long-horizon autonomous workflows
About Ring 2.6
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.
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Pricing
Starting Price:
$0.0028 per 1M tokens
Company Information
Ant Group
Founded: 2014
China
developer.ant-ling.com/en/docs/models/ring/
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Product Details
Platforms Supported
Cloud
Training
Documentation
Support
Online
Ring 2.6 Frequently Asked Questions
Q: What kinds of users and organization types does Ring 2.6 work with?
Ring 2.6 works with these users and organization types: Mid Size Business, Small Business, Enterprise, Freelance, Nonprofit, Government, and Startup.
Q: What languages does Ring 2.6 support in their product?
Ring 2.6 supports these languages: English.
Q: What kind of support options does Ring 2.6 offer?
Ring 2.6 offers support via online.
Q: What other applications or services does Ring 2.6 integrate with?
Ring 2.6 integrates with: Claude Code, Hermes Agent, Kilo Code, and OpenClaw.
Q: Does Ring 2.6 have an API?
Yes, Ring 2.6 has an API.
Q: What type of training does Ring 2.6 provide?
Ring 2.6 provides training in the form of documentation.
Q: How much does Ring 2.6 cost?
Pricing for Ring 2.6 starts at $0.0028 per 1M tokens.
