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SakanaAI/AI-Scientist

AI-Scientist

The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery πŸ§‘β€πŸ”¬

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Builder

SakanaAI

SakanaAI

SakanaAI β€’ individual

Stars

14,686

Using upstream star count

Forks

2,057

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Aug 12, 2024

Project creation date

README Summary

<h1 align="center"> <a href="https://github.com/SakanaAI/AI-Scientist/blob/main/docs/logo_2.png"> <img src="docs/logo_2.png" width="215" /></a><br> <b>The AI Scientist: Towards Fully Automated</b><br> <b>Open-Ended Scientific Discovery πŸ§‘β€πŸ”¬</b><br> </h1>

Community Evaluation

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AI Dev Skills

Unmapped

Agentic AI SystemsAutonomous Code GenerationAutonomous Research AutomationChain-of-Thought ReasoningData Analysis and InterpretationExperimental DesignHypothesis GenerationIterative Refinement LoopsKnowledge Graph ConstructionKnowledge SynthesisLarge Language Model OrchestrationLarge Language ModelsMulti-agent CoordinationMulti-step PlanningScientific Literature AnalysisScientific ReasoningScientific Workflow AutomationTool Use and Integration

Tags

Agentic AI SystemsAutonomous Code GenerationAutonomous Research AutomationChain-of-Thought ReasoningData Analysis and InterpretationExperimental DesignHypothesis GenerationIterative Refinement LoopsKnowledge Graph ConstructionKnowledge SynthesisLarge Language Model OrchestrationLarge Language ModelsMulti-agent CoordinationMulti-step PlanningScientific Literature AnalysisScientific ReasoningScientific Workflow AutomationTool Use and IntegrationAiderAnthropic / ClaudeAWS BedrockBenchmarkingClaudeDeep LearningDeepSeekDockerForkedGoogle AIGoogle CloudGPTGPU / CUDALiteLLMLlamaMachine LearningOpenAIPythonPyTorchResearch / PapersScikit-learnTransformersVertex AI

Taxonomy

AI Trends

Agentic AIAutonomous SystemsSelf-improving AIMulti-step ReasoningTool-using AgentsScientific AIAutonomous AI SystemsMulti-agent AIAI-driven Scientific DiscoveryCompound AI SystemsReasoning and Planning

category

Foundation ModelsModel TrainingEvals & BenchmarkingInference & ServingMLOps & InfrastructureCloud & PlatformsLearning Resources

Deployment Context

Self-hostedOn-premiseCloud API

Modalities

TextCodeTabular

Skill Areas

Agentic AI SystemsLarge Language ModelsChain-of-Thought ReasoningAutonomous Code GenerationScientific Workflow AutomationHypothesis GenerationExperimental DesignData Analysis and InterpretationMulti-step PlanningTool Use and IntegrationKnowledge Graph ConstructionAutonomous Research AutomationScientific ReasoningLarge Language Model OrchestrationMulti-agent CoordinationIterative Refinement LoopsKnowledge SynthesisScientific Literature Analysis

tag

AWS BedrockAiderAnthropic / ClaudeBenchmarkingClaudeDeep LearningDeepSeekDockerForkedGPTGPU / CUDAGoogle AIGoogle CloudLarge Language ModelsLiteLLMLlamaMachine LearningOpenAIPyTorchPythonResearch / PapersScikit-learnTransformersVertex AI

Use Cases

Automated scientific researchHypothesis generation and testingExperimental design automationLiterature-informed discoveryData-driven insight generationOpen-ended problem explorationAutomated hypothesis generation for scientific researchAutonomous experimental design and validationIterative scientific discovery without human guidanceCross-domain scientific explorationResearch paper ideation and development

Recent Activity

Updated 10 months ago

7 Days

0

30 Days

0

90 Days

0

Quality

research
Quality
high
Maturity
research

Categories

Foundation ModelsPrimaryModel TrainingEvals & BenchmarkingInference & ServingCoding & Dev ToolsData Science & AnalyticsSearch & KnowledgeOther AI / MLMLOps & InfrastructureCloud & PlatformsLearning Resources

PM Skills

Cost & EfficiencyData & EvaluationScale & Reliability

Languages

Jupyter Notebook100.0%

Timeline

Project created
Aug 12, 2024
Forked
Mar 26, 2026
Your last push
10 months ago
Upstream last push
10 months ago
Tracked since
Dec 19, 2025

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