International AI Safety Reports
A scientific report mandated following the 2023 UK AI Safety Summit and backed by 30 countries, including China and the US, alongside the UN, EU and OECD.

I’m the Technical Research Lead and a co-founder of CASP at the University of Cambridge. I provide technical evidence for high-stakes decisions about frontier AI risks.
I was the Scientific Lead of the first International AI Safety Reports, mandated and backed by 33 nations and intergovernmental organisations (including China, the US, EU, UN and OECD) and chaired by my postdoctoral supervisor Yoshua Bengio. My other lead-author publications have been covered by outlets including The Guardian and Time, cited by ministers, and directly incorporated into national legislation. I’ve published in Science and Nature on frontier AI risk management, COVID-19 modeling, and Subliminal Learning in LLMs.
I am an incoming Assistant Professor and 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 frontier agents that conduct AI research. I also build scientific consensus on the assessment of frontier AI capabilities and risks, and mitigations. I welcome students interested in technical and semi-technical work on these questions.
A scientific report mandated following the 2023 UK AI Safety Summit and backed by 30 countries, including China and the US, alongside the UN, EU and OECD.
* Equal contribution. Author order is preserved; omissions are marked.
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