AI Scientist by Sakana

AI Scientist by Sakana is an autonomous research and engineering system designed to plan, execute, and iterate on complex technical projects with minimal human intervention. It combines large language models with structured workflows to read documentation, generate hypotheses, design experiments, write and run code, and analyze results in a continuous loop. The tool can decompose high-level goals into detailed task plans, select appropriate tools and libraries, and adapt its strategy based on observed outcomes.

Key capabilities include automated literature review, code synthesis, model training, benchmarking, and performance optimization across domains such as machine learning, data science, algorithm design, and software engineering. AI Scientist can manage multi-step experiments, track configurations and results, and refine approaches to improve accuracy, efficiency, or other defined metrics.