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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 Gemini 4 Carbon?

Gemini 4 Carbon is an advanced multimodal artificial intelligence model developed by Google DeepMind for cybersecurity research, software engineering, long-horizon autonomous agents, and complex analytical workflows. The model builds on Gemini 4 Argon with improvements in reasoning, coding, scientific tasks, multimodal understanding, and sustained execution of multistep engineering projects. Its cybersecurity capabilities cover the vulnerability management lifecycle, including identifying software weaknesses, verifying exploitability, and generating patches that address underlying security flaws. In Google's published evaluations, Gemini 4 Carbon achieved 88.2% on SEC-bench Pro for vulnerability discovery, 54.8% on ExploitGym for exploit validation, and 71.0% on CWE-bench for vulnerability remediation. Internal evaluations also showed more than twice the secure code generation success rate of Gemini 4 Argon. The model supports long-running agentic workflows that can investigate difficult bugs, analyze large software repositories, and perform iterative problem-solving across extended execution periods. Its software development capabilities include code generation, debugging, low-level systems analysis, full-stack web development, and automated implementation of complex engineering tasks. Gemini 4 Carbon incorporates a multilayered safety architecture with misuse prevention, prompt injection defenses, behavioral monitoring, and controls intended to reduce unauthorized actions. Google reports improvements in factual reliability, task completion, and instruction alignment, including approximately half as many unsupported claims compared with Gemini 4 Argon in internal evaluations.

Media

Media

Integrations Supported

Integrations Supported

.NET
Agent Search on Gemini Enterprise Agent Platform
Android Studio
Bash
Cursor
Dart
Gemini 3.8 Live
Gemini Computer Use
Gemini Spark
Google AI Plus
HTML
Java
Lua
OfoxAI
PHP
Ruby
Scala
Solidity
TypeScript
YAML

API Availability

Has API

API Availability

Has API

Pricing Information

$929.18 per month
Free Trial Offered?

Pricing Information

$2 per 1M tokens (input)
$2 per million input tokens and $10 per million output tokens, with cached input tokens priced at 95% off input token price.

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Sakana

Date Founded

2023

Company Location

Japan

Company Website

sakana.ai/marlin/

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

gemini.google.com

Categories and Features

AI Research Tools

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

AI Vision Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Multimodal Models

Not specified

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