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2025arXiv

Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents

Patrick Tser Jern Kon, Jiachen Liu, Qiuyi Ding et al.

What this work does

Architect/technician agents interact through modules that validate experimental procedures, partition plans, enforce dependencies and retain structured experiment knowledge.

Connection to discovery

A concrete harness contribution: experimental control and provenance can be evaluated independently of policy parameter updates.

Evidence

Inspected validation and scheduling rules, the 46-question four-domain benchmark, and conclusion-accuracy results.

Scope and limitations

Computer-science experiments dominate; strong within-benchmark gains do not show transfer to physical discovery. Validation modules themselves can miss confounds.

THE RESEARCH CONVERSATION

Discussion & reactions

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