Research
Hester works on the operational backbone of the interpretability axis. Her contributions to the paired-cell protocol have been mostly invisible — the kind of work that turns 'pair an interpretability cell with the RSI cell' into a concrete sequence of artefact subscriptions, signed pairing records, and disagreement-handling state machines that two cells can actually run for six months.
She is one of the small number of contributors who has been a paired interpretability lead on a halt that was called — twice, in fact, on agentic-axis sandboxed self-modification experiments in 2024. She has written about both halts in the internal index.
Hester is based in Brussels and contributes to the European Union's AI Office advisory pool on a personal basis. She is careful, in her writing, to distinguish lab positions from her personal positions; she would like that to be the lab's general practice.
Background
Ph.D. mathematics, KU Leuven, 2015. Postdoc at Cambridge DAMTP, 2015-2017.
Prior to alphabell: KU Leuven; Praxis AI Studies; Wayfarer Institute.
Selected publications
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May 2025 · ab-mechanistic-ciMechanistic Circuit Analysis at Frontier Scale: cells as a unit of interpretabilityJiang Yifei, Nico Almgren, Karima Belkadi, Hester Vandekerckhove
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Sep 2024 · ab-interpretabiliInterpretability Cell Pairing: how every dual-use capability run gets a watchful siblingKarima Belkadi, Hester Vandekerckhove, Yuki Cho
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Sep 2025 · ab-scalable-oversScalable Oversight for Multi-Step Agent Systems: a Debate-Plus-Trace ApproachIfeoma Nwosu-Howard, Hiroshi Tanigawa, Maral Lotfi, Ruth Wernicke
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Mar 2025 · ab-verifiable-polToward Formal Verification of Learned Policies in Bounded EnvironmentsAviva Stern, Sun Kyung-min, Felipe Avelar
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Aug 2025 · ab-compositional-Compositional Latent Dynamics for Long-Horizon World ModellingJonas Bremer, Sasha Petrov, Felicity Anjali Sandirasegaram, Tomoko Niwa
Recent talks
- The pairing protocol as a small contract, ICLR 2025
- Disagreements that produced halts, ML Safety Workshop 2024
Hester is currently part of node-cell hilbert-13, working under the Interpretability & alignment research axis. The cell is open to substantive correspondence from researchers working on adjacent problems; route requests through hilbert-13@alphabell.com or directly to Hester at hester-vandekerckhove@alphabell.com.
Contact
- EMAIL
hester-vandekerckhove@alphabell.com - ORCID
0000-3943-7967-4726 - X
@hestervandekerc - BLUESKY
hester-vandekerckh.bsky.social - GITHUB
@hestervandekerckhove
Cross-references