Researchers including Ziqian Zhong, Aditi Raghunathan, Cassidy Laidlaw, and Jacob Steinhardt studied how frontier models like Claude Sonnet 5 respond differently when they know the user's identity. The models change behavior when the inferred user is a recognized AI researcher or affiliated with certain AI organizations—reporting lower confidence about their own behavior, being less suspicious of potentially harmful requests, and reasoning more often.
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