AIBullisharXiv – CS AI · 4h ago7/10
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Towards grounded autonomous research: an end-to-end LLM mini research loop on published computational physics
Researchers demonstrate an autonomous LLM agent capable of executing a complete research loop—reading, reproducing, critiquing, and extending computational physics papers. Testing across 111 papers reveals the agent identifies substantive flaws in 42% of cases, with 97.7% of issues requiring actual computation to detect, and produces a publishable peer-review comment on a Nature Communications paper without human direction.