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Description

Kosmos is introduced as an advanced "AI Scientist" designed to autonomously engage in discovery by analyzing extensive scientific writings and running code to arrive at innovative insights. By employing structured world models, it effectively integrates knowledge acquired from numerous agent trajectories while ensuring consistency across tens of millions of tokens, thus overcoming the limitations in context length that previous language model-based systems faced. In a typical operational cycle, Kosmos can review around 1,500 research papers and execute 42,000 lines of analytical code, achieving in a single day what beta testers believe would require a human researcher six months to accomplish. Furthermore, the outputs generated by Kosmos are entirely traceable; every conclusion drawn in its reports can be directly linked to the exact lines of code and relevant literature excerpts that contributed to it, facilitating comprehensive scrutiny of its reasoning process. This level of transparency not only enhances credibility but also allows for deeper insights into the research methodology employed by Kosmos.

Description

Sakana Marlin serves as the Virtual Chief Strategy Officer for Ultra Deep Research, designed to allow artificial intelligence to manage research tasks while enabling human experts to concentrate on making strategic decisions. Far from being just another research assistant, this autonomous agent tackles the extensive strategic research responsibilities typically shouldered by a Chief Strategy Officer and a small research team, which would usually take weeks to complete. With the support of Sakana AI’s advanced reasoning framework, Sakana Marlin is capable of scaling inference-time computations, allowing it to engage in up to eight hours of continuous and independent reasoning. Once a research topic is established, it operates autonomously without the need for further human assistance, continuously generating hypotheses, collecting data, browsing the web, and resolving any inconsistencies it encounters. Its emphasis is not on rapid text generation; rather, it prioritizes long-term, efficient reasoning that systematically tests hypotheses and conducts web research to distill the most pertinent information from an overwhelming volume of data. Sakana Marlin transcends mere summarization, offering a nuanced and comprehensive understanding of complex subjects.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Edison Analysis Yes 
GPT-5 Yes 

Integrations

Edison Analysis No 
GPT-5 No 

Pricing Details

$50 per month
Free Trial No 
Free Version Yes 

Pricing Details

$929.18 per month
Free Trial Yes 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Edison Scientific

Founded

2025

Country

United States

Website

edisonscientific.com/articles/announcing-kosmos

Vendor Details

Company Name

Sakana

Founded

2023

Country

Japan

Website

sakana.ai/marlin/

Product Features

Product Features

Alternatives

Alternatives

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