Research
Wai-Lin works at the intersection of agentic engineering and recursive self-improvement: specifically, on sandboxed self-modification — the capability for an agent to propose, sandbox, evaluate, and incorporate changes to its own tool catalogue or learned skills, under the modification-under-review protocol. She is a co-author of the public sandboxed-self-modification specification, and three of the redacted internal-incident reports that informed it.
She took on the Hong Kong anchor stewardship in 2024 after returning to the city from a two-year stint in the Bay Area. She is the lab's de-facto liaison with the East Asian regional academic cluster that contributes about 7% of the federated pool.
Wai-Lin holds the longest unbroken streak of having attended every cross-axis methodology review pool since the pool's founding in 2019. She regards this as a structural commitment she signed up for and not a virtue.
Background
Ph.D. computer science, University of Hong Kong, 2014. M.Sc. at Tsinghua.
Prior to alphabell: University of Hong Kong; Constellation; an industry interpretability group (2019-2022).
Selected publications
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Oct 2025 · ab-durable-agentsDurable Agent Substrate v1: persistent state, learned tool affordances, and verifiable execution tracesMira Holloway, Dineth Karunaratne, Priya Anand, Cheung Wai-Lin
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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
- Sandboxing self-modification — three incidents, alphabell internal review (2024, published delayed 2025)
- What we lost when we deprecated the v0 substrate, ICLR 2025 workshop
- Hong Kong as an AI-safety anchor, City University of Hong Kong public lecture 2025
Cheung is currently part of node-cell fourier-67, working under the Agentic engineering research axis. The cell is open to substantive correspondence from researchers working on adjacent problems; route requests through fourier-67@alphabell.com or directly to Cheung at cheung-wai-lin@alphabell.com.
Contact
- EMAIL
cheung-wai-lin@alphabell.com - ORCID
0000-1936-3670-5541 - X
@cheungwailin - BLUESKY
cheung-wai-lin.bsky.social - GITHUB
@cheungwailin
Cross-references