Ring 2.6Ant Group
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Sakana MarlinSakana
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Related Products
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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.
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About
Sakana Marlin is your Virtual CSO for Ultra Deep Research, built so AI handles research and humans focus on decision-making. It is not just another deep research assistant; it is an autonomous agent designed to take on the kind of substantial strategy research that a Chief Strategy Officer and a small team might otherwise spend weeks on. Powered by Sakana AI’s core reasoning architecture, Sakana Marlin scales inference-time compute to execute up to eight hours of continuous, autonomous reasoning. Once a research topic is set, it works without further human input, repeatedly forming hypotheses, gathering information, navigating the web, and resolving contradictions on its own. Instead of generating text in seconds, its focus is long-horizon, sample-efficient reasoning that cycles through hypothesis testing and web research to extract what truly matters from vast amounts of information. Sakana Marlin does more than summarize.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Enterprise AI agent teams that need a large open reasoning model for coding agents, tool orchestration, research analysis, and long-horizon autonomous workflows
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Audience
Corporate strategy teams that need autonomous deep research to turn complex markets, regulations, and competitive questions into executive-ready strategic options
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
$0.0028 per 1M tokens
Free Version
Free Trial
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Pricing
$929.18 per month
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationAnt Group
Founded: 2014
China
developer.ant-ling.com/en/docs/models/ring/
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Company InformationSakana
Founded: 2023
Japan
sakana.ai/marlin/
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Categories |
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Integrations
Claude Code
Hermes Agent
Kilo Code
OpenClaw
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