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Ai Scientist

All articles tagged with #ai scientist

Nature peer‑reviews AI Scientist, signaling progress and limits in autonomous science
technology3 hours ago

Nature peer‑reviews AI Scientist, signaling progress and limits in autonomous science

Nature published a peer‑reviewed update on Sakana AI’s AI Scientist, a system that uses LLMs to search literature, generate hypotheses, run experiments, and draft papers. The tool submitted three original AI‑generated papers to a leading ML conference, with one accepted, but the authors tempered claims of fully automating science and included an automated reviewer. They stress AI should assist human scientists, while flagging risks like originality dilution as autonomous research advances.

AI Scientist Demonstrates End-to-End Autonomous Research and Peer Review
technology17 hours ago

AI Scientist Demonstrates End-to-End Autonomous Research and Peer Review

Researchers present The AI Scientist, an end-to-end autonomous system that ideates, codes, runs experiments, analyzes results, writes full manuscripts, and even conducts its own peer review to generate new ML papers. It operates in template-based and template-free modes, relies on foundation models and agentic tree search, and includes The Automated Reviewer to gauge paper quality. In tests, a fully AI-generated manuscript reached workshop peer review at ICLR (though not top-tier publication), and overall quality improves with more compute and better models, while the work also highlights ethical risks and the need for responsible norms as autonomous scientific systems mature.