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Technologies like synthetic data, evaluations, and red-teaming are often framed as enhancing AI privacy and safety. But what if their effects lie elsewhere? In a new paper with @realbrianjudge.bsky.social at #EAAMO25, we pull back the curtain on AI safety's toolkit. (1/n) arxiv.org/pdf/2509.22872
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