Dun Li Chan

Grokking & Hillclimbing · Based in Malaysia

About Me

I'm currently working on World Action Model (WAM) interpretability research at EleutherAI, while also building on AI safety evals for LLMs and physical AI, mechanistic interpretability, and model inference optimisation/distillation. My research interests lie in understanding how models work internally at the layer level, and how that understanding can push AI forward while keeping it safe and fast enough to deploy in real-world settings.

Growing up in an under-resourced background, I started my unconventional journey at age 10 by teaching myself to hack a game website and jailbreak phones, eventually finding my way to frontier AI research, with multiple publications in top conferences (NeurIPS, AACL, EACL, etc.).

In 2025, I represented Malaysia in the Intl. Olympiad of Astronomy & Astrophysics (IOAA) and the Intl. Astronomy Olympiad (IAO). I also founded MYResearchGuide, Malaysia's first non-profit to democratise science research opportunities and access, and the nation's first research mentorship program, Malaysia Science Scholar's Programme.

Places I've worked in: UniverseTBD, Shanghai Jiao Tong Uni., Uni. of Maryland, Metacreation Lab, SEACrowd.

More about me click to expand

Exploring AI safety & Physical AI

  • Currently working on research in AI safety evaluation, VLA/RL & robotics manipulation, model optimisation/distillation and related areas while exploring opportunities to build or join a startup.

Expanding Malaysian Youth Access to Science Research

  • Founded MYResearchGuide and the Malaysia Science Scholar's Programme, nonprofit initiatives helping Malaysian youth discover and access science research opportunities. Supported by 40+ researchers from leading universities such as MIT, Harvard, Stanford, and Oxbridge, as well as frontier industry labs such as Meta AI and YC-backed startups.
  • Raised $2K in funding, received 300+ applications, and scaled nationally within 10 months, with sponsorship from companies and institutions including MathWorks, the company behind MATLAB.

AI research

Research Collaborator · UniverseTBD
May 2026 – Present
  • Platonic Representation Hypothesis NeurIPS Interp4Discovery Workshop 2026

    Tested 36 vision models across 139 astronomy comparisons; geometric alignment stayed flat with depth.

Research Assistant · University of Maryland, Department of Astronomy
Nov 2025 – Present
  • Comet identification

    Improved recall on ZTF alerts using hard-negative retraining to target false positives.

Research Assistant · Shanghai Jiao Tong University, Department of Astronomy
Jul 2024 – Present
  • Asteroid Detection

    Found eight candidates across five ZTF nights using synthetic-data sampling and three-channel inputs.

Independent Research
Apr 2024 – Present
  • Latent-Space Safety Probes Under review · EMNLP BlackboxNLP 2026

    Reproduced results across four model families within 0.37 F1 points and found seed/hash-driven nondeterminism in final-token probing.

  • Perturbation Robustness NeurIPS Interpscience Workshop 2026

    Analysed six perturbations on WikiText-2: character corruption disrupted early representations, while shuffling degraded them gradually.

  • Nonlinear Query Modification for Transformers NeurIPS SLM-Agents Workshop 2026 · Poster

    Evaluated nonlinear residual query functions as alternatives to learned query projections.

  • Low-Resource Translation LoResMT · EACL 2026

    Showed that high-resource “anchor” languages can narrow translation gaps for related low-resource languages.

  • Vision-Language Models · SEACrowd AACL-IJCNLP Findings 2026

    Improved Southeast Asian cultural relevance by 5–15% while retaining over 98% of global performance.

Research Intern · Metacreation Lab, Simon Fraser University
Oct 2025 – Jun 2026
Research Participant · EleutherAI SOAR
Jul – Sep 2025
  • Symbolic piano continuation Best-performing model · ISMIR-MIREX 2025

    A 20M-parameter model matched a 780M Anticipatory Transformer and outperformed models 39× larger in musical coherence.

Full research experience on my resume ↗︎

Olympiads & STEM outreach

  • Placed 3rd and 2nd in Malaysia Astronomy Olympiad selection rounds, represented Malaysia in IOAA and IAO, and now help as a problem setter for the national team selection.
  • Founded olyprep.io, an olympiad tutoring platform run through Discord servers, growing it to $10K USD MRR within 2 months of launch with 50+ students.
  • Volunteer with AMISO as a committee member, co-directed Youth STEM Experimentation Camp 2025 (a 2-day MOE-approved nationwide competition with 500+ sign-ups), wrote astronomy questions for Youth STEM Cup 2026, and handled website maintenance as Technical Executive.
  • Served as a bootcamp instructor for the USA Astronomy Olympiad under Pandorax.
  • Served as a board member and wrote astrophysics questions for the New Zealand Physics Cup and Rice University Science Bowl.
Malaysia in IOAA [Post]Some olympiad handouts/slides I made for teaching

Biochemistry research

  • Was part of my secondary school's science research team (under Universiti Sains Malaysia), where I developed a nanopesticide from biowaste materials to eradicate red flour beetles (Project abstract) and competed in the Malaysia ISEF national selection finals (Top 25).
  • 2x represented my secondary school as a delegate (2023, 2024) in Science and Technology Symposium for Youths (STSY), a joint symposium hosted annually by my school and top schools from Asia; presented my research at the High School Affiliated to Xi'an Jiaotong University.
  • Coached two junior teams, one of which won a 4th place grand award at ISEF.

Esports

  • Top 200 in Apex Legends (Asia), Ascendant in Valorant, five-digit rank in osu!, and Conqueror in PUBG Mobile.
  • Also burned about 500 hours getting through the entire Zelda series pre-Breath of the Wild.

Still a kid

  • Around 400 hours in Roblox (mostly Arsenal), taught myself Kali Linux on a Raspberry Pi 4 I got for my birthday, and jailbroke half the phones in my house to overclock their CPU/GPU and learn how to install custom kernels and OS builds.
  • I was part of my elementary school's robotics team, where I spent most of my time building with LEGO Mindstorms EV3; the team won third place at the National Robotics Competition (NRC).
My Motivations click to expand

There are two things I care most about solving:

  • 01Education and opportunity inequality caused by socioeconomic status
  • 02How to put AI to good use in advancing humanity

Education and opportunity inequality

I almost got kicked out of my secondary school because of the unfairness I faced at the Malaysia ISEF selection fair.

Despite having the privilege of going to a top Chinese public school that allowed me to get into science research early on (which I'm still grateful for), I realised how unfair these opportunities are, hidden behind their own quiet privileges.

The most ironic part is that after I spent so much time on my first research project, I didn't make it to ISEF. I was really disappointed, especially after nearly a year of constant effort and skipping an entire year of school to do my research.

What disappointed me more was asking the judges for feedback and being told it was undisclosed. I was really mad about it, so I emailed ISEF officials because I truly believed the selection process lacked transparency. It ended with my school telling me to write an apology letter to the Ministry of Education. All I wanted was to know how they selected the finalists. I just felt it was unfair.

That was the moment I realised the system doesn't just reward raw talent or hard work. It disproportionately rewards those who already have a head start or connections, even though the system is supposed to give everyone an equal opportunity regardless of their background. This wasn't just one unfair selection; it was a structural issue.

The lack of transparency isn't only about how students are judged. Access to research itself can be hard to see. Only a few schools in Malaysia even have science research opportunities like this, and many students don't even know they can take part in research at all. For students outside a handful of elite schools, the door to science research didn't even exist in the first place. Malaysia's Ministry of Education received RM66.2 billion in Budget 2026, yet too much of the effort goes into filler competitions and events, and we're still lacking when it comes to letting students break out of their boundaries.

I hated seeing how systemic bias and structural barriers limit opportunities for youth talent, so I decided to take things into my own hands and founded MYResearchGuide to help more youth across Malaysia access science research opportunities regardless of their background or socioeconomic status.

Though this is just my first step toward democratising opportunity, I'm not waiting for the system to fix itself.

I want to build the architecture that lets anyone, regardless of their background, get the shot they deserve.

Putting AI to good use to advance humanity

I've spent enough time in AI research to see both sides of it up close.

One side is exciting. The 2024 Nobel Prize in Chemistry went to work on protein structure prediction, a problem biologists had been stuck on for decades until AI cracked it open. Moments like that convinced me AI isn't just a tool for automating tasks. It can genuinely extend what humans can solve.

The other side worries me. The companies building the most powerful AI systems aren't doing it purely out of curiosity or a desire to help people. There's an enormous amount of money and geopolitical leverage on the line, with the US and China alone pouring hundreds of billions into AI infrastructure and racing for dominance, and that changes the incentives. UN AI safety experts have warned that AI capability is already outpacing both scientific understanding and government policy, leaving governance fragmented and many countries reliant on systems they can't fully assess or control. What scares me is not just people losing jobs, but decisions increasingly resting on systems neither the public nor the people governing us fully understand.

I don't think either outcome is guaranteed. This could end with AI making life better for most people, or with a small number of people holding all the power while everyone else gets left behind. Which one happens depends a lot on who's actually in the room shaping this, not just engineers, but policymakers, researchers, journalists, and people willing to hold this industry accountable.

That future is still ours to shape. If we take AI's risks seriously early, we have a chance to share its benefits widely and address the dangers before they become impossible to ignore.

That work has to start now, not later.

Honours & Awards click to expand

Honours & Awards

  • Malaysia Team — Intl. Olympiad on Astronomy and Astrophysics 2025 (IOAA)
    • Ranked 3rd nationally (with 3 months of preparation)
  • Malaysia Team — Intl. Astronomy Olympiad 2025 (IAO)
    • Ranked 2nd nationally
  • Gold medal — Malaysian Physics Olympiad 2024
    • Attended the national team training camp
  • 2x Participant — EleutherAI Summer of Open AI Research (SOAR)
    • One of two high schoolers selected from 3,000+ applicants (spanning PhD, Master's, and undergrad candidates), acceptance rate <3%
  • Top 25 Finalist — Malaysia Science and Engineering Fair 2024 (PISTEK)

Miscellaneous

  • YC Startup School 2026
    • First and only Malaysian high schooler accepted
  • Sigma Xi Scientific Honor Society Associate Member Nominee
  • Penang State Government Young Talent Excellence Award Awardee

Selected work

My Selected Projects

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Writings

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