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Clio: Privacy-Preserving Insights into Real-World AI Use

arxiv.org · 22,770 words · saved by 1 readers

This is experimental HTML to improve accessibility. We invite you to report rendering errors. Use Alt+Y to toggle on accessible reporting links and Alt+Shift+Y to toggle off. Learn more about this project and help improve conversions. HTML conversions sometimes display errors due to content that did not convert correctly from the source. This paper uses the following packages that are not yet supported by the HTML conversion tool. Feedback on these issues are not necessary; they are known and are being worked on. Authors: achieve the best HTML results from your LaTeX submissions by following these best practices. How are AI assistants being used in the real world? While model providers in theory have a window into this impact via their users’ data, both privacy concerns and practical challenges have made analyzing this data difficult. To address these issues, we present Clio (Claude insights and observations), a privacy-preserving platform that uses AI assistants themselves to analyze

Clio: Privacy-Preserving Insights into Real-World AI Use Alex Tamkin, Miles McCain 1 1 footnotemark: 1 , Kunal Handa, Esin Durmus, Liane Lovitt, Ankur Rathi Saffron Huang, Alfred Mountfield, Jerry Hong, Stuart Ritchie , Michael Stern, Brian Clarke, Landon Goldberg, Theodore R. Sumers , Jared Mueller, William McEachen, Wes Mitchell, Shan Carter Jack Clark, Jared Kaplan, Deep Ganguli Anthropic Equal Contribution Abstract How are AI assistants being used in the real world? While model providers in theory have a window into this impact via their users’ data, both privacy concerns and practical cha

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