Jacob Pfau

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contact: [first].pfau@gmail.com

Cofounder and Scalable Oversight lead at Sequent, a nonprofit research organization pursuing scale and automation for higher confidence in AI alignment.

Previously: PhD at NYU CDS, and research lead on the UK AISI Alignment Team. Ongoing research interests include:

  • Debate for LLMs (empirical): training LLMs to debate via RL as an empirical test of scalable oversight.
  • Generative adversarial methods in RL for worst-case diversity guarantees, with applications to alignment.

I like to post about research on Twitter and Lesswrong. In the past I’ve written many prediction markets on Manifold.

news

Feb 19, 2026 Our team led a £25M alignment grants round, engaging leading researchers in CS theory, economics, and ML to develop new alignment research agendas.
May 22, 2025 Posted Unexploitable search: blocking malicious use of free parameters to Lesswrong.
May 19, 2025 Our safety case sketch for debate is up on arxiv. Examines the details of a hypothetical AGI deployment context and works out what we’d need to know about the training data, dynamics, and objective to build a safety case around debate.
Apr 26, 2024 Posted Let’s Think Dot By Dot: Hidden Computation in Transformer Language Models to arXiv.
Feb 20, 2024 Posted Auditing LMs with counterfactual search: a tool for control and ELK to LessWrong.
Apr 26, 2023 Posted LM Situational Awareness, Evaluation Proposal: Violating Imitation to LessWrong.

latest posts

selected publications