Ant Group
Ring
Ring is Ant Ling's reasoning model line. The docs describe Ring as an open-source trillion-parameter thinking model that uses Ling's MoE architecture and activates about 63B parameters per inference. It is designed for real-world Agent workflows, coding agents, tool use and long-horizon task execution. Ring-2.6-1T introduces adjustable reasoning effort levels, high and xhigh, for production-default agent workflows and more difficult math, research and complex analysis tasks. The docs also note OpenRouter early access for Ring-2.6-1T and API availability for Ring-2.5-1T.
Quick answers
At a glance
- Overview
- Ant Ling's trillion-parameter reasoning model family for coding agents, tool use and long-horizon execution.
- Best fit
- Teams comparing Chinese reasoning and coding-agent models for tool orchestration, repository work and long-horizon autonomous execution.
- Trust
- 2/2 sources verified, recently checked · 2026-05-17
- Coverage
- 100/100
Editorial verdict
Best for
Teams comparing Chinese reasoning and coding-agent models for tool orchestration, repository work and long-horizon autonomous execution.
Avoid if
Avoid assuming Ring-2.6-1T is production API-ready until console availability and billing are verified.
Why it matters
Ring has a coding-agent and tool-use profile that fits AI Coding better than the generic Ant Ling entry.
Pricing
Ring-2.5-1T pricing: ¥4.00 input / ¥8.00 output per 1M tokens; Ring-2.6-1T has limited-time free OpenRouter access until May 15, 2026
Payment
OpenRouter early access, Ant Ling API billing, Personal Alipay account recharge
Commercial use
Commercial use should follow the current product, API, model license and billing terms.
Privacy
Review prompt, file, media upload, retention and training-use terms before sensitive workloads.
Use-case fit
Advanced coding agents
StrongUse Ring when repository-level coding, bug fixing, code review and multi-tool workflows matter.
Tool orchestration
StrongRing is positioned for multi-turn collaboration, task decomposition and long-horizon autonomous execution.
Global user checklist
Model names, quotas, release status, regional access and commercial terms can change quickly; recheck official sources before procurement or production use.
Pros
- - Explicitly optimized for coding agents, tool use and long-horizon execution
- - Supports high and xhigh reasoning effort modes
- - Docs cite Claude Code, OpenClaw and production agent workflows
Cons
- - Ring-2.6-1T is not yet available in the API Console according to current docs
- - Open-source and API availability differ by Ring version
Decision paths
deepseek-agent-integrations
kimi-code
qwen-cloud-token-plan
mimo-v2-flash
Sources
docs · en · verified 2026-05-17
Documents Ring reasoning, coding-agent, tool-use and long-horizon execution positioning.
pricing · en · verified 2026-05-17
Documents Ring pricing and OpenRouter limited-time free access.