International AI Safety Report
A scientific report mandated following the 2023 UK AI Safety Summit. Its 2025 edition was backed by 30 countries, including China and the US, alongside the UN and EU.

I'm an incoming Assistant Professor at Tsinghua University's College of AI.
I’m also the Technical Research Lead of CASP, University of Cambridge, and Co-Director of the new Beijing AI Safety Hub (BASH) at Tsinghua, with Prof. Andrew Yao and Prof. Xu Wei.
My research provides new evidence and international scientific consensus for decisions about frontier AI risks, including loss of control.
Previously, I served as the Scientific Lead of the first International AI Safety Report, mandated and backed by 33 nations and intergovernmental organisations (including China, the US, EU and UN) and chaired by my postdoctoral supervisor Yoshua Bengio.
My other lead-author publications have been featured in outlets including The Guardian and The Wall Street Journal, cited by ministers, and referenced in a major national law. I’ve published in Science and Nature on frontier AI risk management, COVID-19 modeling, and Subliminal Learning in LLMs.
I completed my PhD in machine learning at the University of Oxford, funded by Google DeepMind.

I study loss-of-control risks, particularly manipulative behaviours that undermine evaluation and oversight, and the safety of AI agents that do AI research. I currently threat-model whether such behaviour could lead to catastrophic real-world harm. I also build international scientific consensus on the assessment of frontier AI capabilities and risks, and mitigations. I am recruiting PhD students and experienced researchers with a demonstrated interest in technical or semi-technical work on these questions.
A scientific report mandated following the 2023 UK AI Safety Summit. Its 2025 edition was backed by 30 countries, including China and the US, alongside the UN and EU.
Alan Chan, Christoph Winter, Andrew Barto, Jakub Pachocki, Geoffrey Hinton, Eric Horvitz, Yoshua Bengio, Dawn Song, Jack Clark, …, Sören Mindermann.
Featured in: The Wall Street Journal · The Guardian · 财联社 · 界面新闻.
Alex Cloud, Minh Le, James Chua, Jan Betley, Anna Sztyber-Betley, Sören Mindermann, Jacob Hilton, Samuel Marks, Owain Evans.
Aengus Lynch, Benjamin Wright, Caleb Larson, Kevin K. Troy, Stuart J. Ritchie, Sören Mindermann, Ethan Perez, Evan Hubinger.
Featured in: Fortune · Axios · TechCrunch.
Related publications: Alignment faking · Sleeper agents
Yoshua Bengio, Geoffrey Hinton, Andrew Yao, Dawn Song, Pieter Abbeel, … [+17 authors] …, Daniel Kahneman, Jan Brauner*, Sören Mindermann*.
Featured in: The Guardian; Time.
Richard Ngo, Lawrence Chan, Sören Mindermann.
Sören Mindermann*, Jan Brauner*, Muhammed Razzak*, Mrinank Sharma*, Andreas Kirsch, Winnie Xu, Benedikt Höltgen, Aidan N. Gomez, Adrien Morisot, Sebastian Farquhar, Yarin Gal.
Jan M. Brauner*, Sören Mindermann*, Mrinank Sharma*, David Johnston, John Salvatier, … [+10 authors] …, Yee Whye Teh, Leonid Chindelevitch, Yarin Gal, Jan Kulveit.
* Equal contribution. Author order is preserved; omissions are marked.
All publications →