Why you shouldn't just trust your agent: CMU's Niloofar Mireshghallah on privacy and AI safety

niloofar_mire · x · 2026-11-12

A long-form COLM 2026 interview with Niloofar Mireshghallah, assistant professor at CMU (LTI/EPP) and founding researcher at humans&, who red-teams AI agents. Her thesis: privacy has no single verified ground truth, and models are bad at judging what to do with your data — telling users to 'just trust your agents' is access brainwashing. Topics include her move from Meta to humans&, privacy-preserving agent design, her COLM oral spotlight paper 'Whack-a-Mole', whether RL beats SFT for safety-alignment post-training, and what researchers should do when AI does 99% of research.

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