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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 Kimi K2 Thinking?

Kimi K2 Thinking is an advanced open-source reasoning model developed by Moonshot AI, specifically designed for complex, multi-step workflows where it adeptly merges chain-of-thought reasoning with the use of tools across various sequential tasks. It utilizes a state-of-the-art mixture-of-experts architecture, encompassing an impressive total of 1 trillion parameters, though only approximately 32 billion parameters are engaged during each inference, which boosts efficiency while retaining substantial capability. The model supports a context window of up to 256,000 tokens, enabling it to handle extraordinarily lengthy inputs and reasoning sequences without losing coherence. Furthermore, it incorporates native INT4 quantization, which dramatically reduces inference latency and memory usage while maintaining high performance. Tailored for agentic workflows, Kimi K2 Thinking can autonomously trigger external tools, managing sequential logic steps that typically involve around 200-300 tool calls in a single chain while ensuring consistent reasoning throughout the entire process. Its strong architecture positions it as an optimal solution for intricate reasoning challenges that demand both depth and efficiency, making it a valuable asset in various applications. Overall, Kimi K2 Thinking stands out for its ability to integrate complex reasoning and tool use seamlessly.

Media

Media

Integrations Supported

GPT-5
GPT-5.1
GPT-5.1 Instant
GPT-5.1 Pro
GPT-5.1 Thinking
GPT-5.2 Instant
GPT-5.2 Pro
GPT-5.2 Thinking
GPT-5.3 Instant
GPT-5.4 Pro
GPT-5.4 mini
GPT-5.4 nano
GPT-5.5
GPT-5.6 Luna
GPT-5.6 Sol
GPT-5.6 Terra
Hugging Face
OpenClaw
Shiori
Zo Computer

Integrations Supported

GPT-5
GPT-5.1
GPT-5.1 Instant
GPT-5.1 Pro
GPT-5.1 Thinking
GPT-5.2 Instant
GPT-5.2 Pro
GPT-5.2 Thinking
GPT-5.3 Instant
GPT-5.4 Pro
GPT-5.4 mini
GPT-5.4 nano
GPT-5.5
GPT-5.6 Luna
GPT-5.6 Sol
GPT-5.6 Terra
Hugging Face
OpenClaw
Shiori
Zo Computer

API Availability

Has API

API Availability

Has API

Pricing Information

$929.18 per month
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

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

Moonshot AI

Date Founded

2023

Company Location

United States

Company Website

moonshotai.github.io/Kimi-K2/thinking.html

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