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What is Sakana Marlin?

Sakana Marlin functions as the Virtual Chief Strategy Officer at Ultra Deep Research, a role crafted to harness artificial intelligence in managing research tasks, thereby allowing human specialists to focus on strategic decision-making. This innovative agent goes beyond the capabilities of a typical research assistant, handling the vast and strategic research duties usually performed by a Chief Strategy Officer and a dedicated research team, tasks that might otherwise take weeks to finalize. Utilizing Sakana AI's sophisticated reasoning framework, Sakana Marlin effectively scales inference-time computations, permitting it to engage in up to eight hours of uninterrupted, autonomous reasoning. Once a research topic is identified, it operates independently, generating hypotheses, gathering data, browsing the internet, and addressing any inconsistencies that arise without requiring additional human input. Instead of prioritizing quick text output, its focus lies on sustained, efficient reasoning, systematically testing hypotheses and conducting thorough web research to extract the most relevant insights from a large dataset. Sakana Marlin offers more than just summarization; it provides a deep and intricate understanding of complex topics, making it an invaluable asset in modern research environments. This capability not only enhances research quality but also significantly reduces the time needed for strategic insights.

What is Ring 2.6?

Ring represents an advanced trillion-parameter model developed by Ant Group, designed to optimize real-world Agent workflows. Utilizing a Mixture of Experts architecture akin to that of Ling, it activates around 63 billion parameters for each inference and is adept at performing tasks such as coding agents, using tools, collaborating with diverse instruments, software engineering, conducting research, and managing long-term projects. Rather than simply aiming for more intelligent outcomes, Ring focuses on ensuring the dependable execution of complex tasks while keeping costs manageable, thereby achieving a harmonious balance of quality, speed, and efficiency in production environments. The most recent version, Ring-2.6-1T, features a customizable Reasoning Effort mechanism with high and xhigh reasoning intensity levels that adjust the reasoning budget based on task complexity. The high mode is specifically designed for frequent Agent workflows, leading to reduced token costs and expedited multi-step processes, while also promoting multi-turn conversations, tool collaboration, and task breakdown. This evolution significantly boosts the operational capabilities of agents, making them more effective across various domains and enhancing their overall performance in dynamic environments. Consequently, Ring stands as a pivotal advancement in the realm of intelligent agents, showcasing its versatility and reliability.

Media

Media

Integrations Supported

Claude Code
Hermes Agent
Kilo Code
OpenClaw

Integrations Supported

Claude Code
Hermes Agent
Kilo Code
OpenClaw

API Availability

Has API

API Availability

Has API

Pricing Information

$929.18 per month
Free Version
Free Trial Offered?

Pricing Information

$0.0028 per 1M tokens
Free Version
Free Trial Offered?

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

Sakana

Date Founded

2023

Company Location

Japan

Company Website

sakana.ai/marlin/

Company Facts

Organization Name

Ant Group

Date Founded

2014

Company Location

China

Company Website

developer.ant-ling.com/en/docs/models/ring/

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