The subagents ran thousands of numerical checks against known zeta zeros and refereed one another's work
子agents互相审核彼此的工作——scalable oversight在数学领域的实践。数学有客观正确性标准，所以AI peer review是可信的。真正的挑战是：在没有客观标准的领域（伦理、价值判断），这套机制是否还能成立？
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- Aug 2026
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www.anthropic.com www.anthropic.com
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- Sep 2025
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Local file Local file
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A robust solution would be “scalable,” meaning that it willbe strengthened, not weakened, as more and more people embrace it.
definition of scalable
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- Dec 2021
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www.mobindustry.net www.mobindustry.net
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Home / Blog / How to Build Scalable Web Applications: Challenges and Solutions How to Build Scalable Web Applications: Challenges and Solutions
scalable web app
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- Apr 2021
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www.thelancet.com www.thelancet.com
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Tan, Steph H., Orchid Allicock, Mari Armstrong-Hough, and Anne L. Wyllie. ‘Saliva as a Gold-Standard Sample for SARS-CoV-2 Detection’. The Lancet Respiratory Medicine 0, no. 0 (19 April 2021). https://doi.org/10.1016/S2213-2600(21)00178-8.
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- Jul 2020
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dl.acm.org dl.acm.org
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Panda, A., Gonawela, A., Acharyya, S., Mishra, D., Mohapatra, M., Chandrasekaran, R., & Pal, J. (2020). NivaDuck—A Scalable Pipeline to Build a Database of Political Twitter Handles for India and the United States. International Conference on Social Media and Society, 200–209. https://doi.org/10.1145/3400806.3400830
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- May 2020
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psyarxiv.com psyarxiv.com
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Mullarkey, M. C., Dobias, M., Sung, J., Shumake, J., Beevers, C. G., & Schleider, J. L. (2020, May 6). A scalable, single session intervention for perceived control over anxiety during COVID-19. https://doi.org/10.31234/osf.io/qp7c2
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- Aug 2019