AINeutralarXiv – CS AI · 15h ago7/10
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Workflow Closure Is Not Scientific Closure in Auto-Research Systems
A research paper argues that autonomous AI research systems achieving workflow closure—completing full research cycles internally—do not achieve scientific closure without external validation and oversight. The authors identify three systemic failure patterns in 21 surveyed systems: objective collapse, validation collapse, and acceptance collapse, proposing design remedies to ensure AI-generated research maintains scientific integrity.