Research
Aravind is one of the three contributors who developed the modification-under-review protocol that governs every recursive-self-improvement run at alphabell. His specific contributions centre on the pre-registration machinery — how candidate stopping conditions are formulated, how they are agreed on before a run begins, and how the run is structured so the conditions can actually halt it.
He has been a paired interpretability lead on two RSI run halts. He is one of the lab's clearer writers on the question of what a stopping condition has to do — there is a long-form internal note of his that newer RSI-cell contributors are asked to read before joining a run.
Aravind is based in Madurai. He is on the cross-axis methodology review pool and has been one of the longest-serving members of that pool.
Background
Ph.D. computer science, Madurai Kamaraj University, 2015.
Prior to alphabell: Madurai Kamaraj University; Helios Safety Group; Cantor Initiative.
Selected publications
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Jun 2025 · ab-recursive-modiModification-Under-Review: protocols for safe self-modification of training proceduresLiora Sabatini, Yuki Cho, Aravind Periyasamy
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Nov 2024 · ab-sandboxed-selfSandboxed Self-Modification: a confinement specification and implementationLiora Sabatini, Cheung Wai-Lin, Marek Holub
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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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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 2025 · ab-scalable-oversScalable Oversight for Multi-Step Agent Systems: a Debate-Plus-Trace ApproachIfeoma Nwosu-Howard, Hiroshi Tanigawa, Maral Lotfi, Ruth Wernicke
Recent talks
- Pre-registered stopping conditions in practice, ML Safety Workshop 2025
- What a halt does to a cell, EA Global Boston 2024
Aravind is currently part of node-cell godel-02, working under the Recursive self-improvement research axis. The cell is open to substantive correspondence from researchers working on adjacent problems; route requests through godel-02@alphabell.com or directly to Aravind at aravind-periyasamy@alphabell.com.
Contact
- EMAIL
aravind-periyasamy@alphabell.com - ORCID
0000-9906-7381-7218 - X
@aravindperiyasa - BLUESKY
aravind-periyasamy.bsky.social - GITHUB
@aravindperiyasamy
Cross-references