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AI agents using Claude Opus 4.8 and GPT-5.6 Sol failed to produce publishable research. Given six days and $3,000 in API credits, their papers received "Reject" ratings from original NeurIPS authors. The Princeton and UK AI Security Institute study found models lack research judgment and creative problem-solving.
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