Professional Experience
Researcher in AI Safety
Gradient Institute (joint w. Timaeus, 2024)
- Co-led research report on measuring AI capabilities for UK AI Safety Institute, connecting Singular Learning Theory with psychometric analysis.
- Developing UK AISI findings into public article series on validity of AI evaluations.
- Co-authored report on risks from governed multi-agent AI systems, commissioned by the Australian Department of Industry, Science and Resources.
- Conducted horizon scanning on frontier AI developments for a major financial institution.
- Designed and presented technical AI education for government agencies and industry.
- Lead organiser of Australian AI Safety Forum 2024, connecting researchers, policymakers, and practitioners for a two-day event in Sydney.
Independent Researcher in AI Safety
- Key contributor to the Developmental Interpretability research agenda in collaboration with Timaeus, combining theory from SLT with empirical methods to study structure formation in trained neural networks.
- Lead author on paper studying transient structure in transformers; co-author on paper analysing phase transitions in language models.
- Wrote "Distilling Singular Learning Theory" article sequence, which became a canonical sequence that helped catalyse Developmental Interpretability as a research agenda.
- Lightspeed Grant recipient ($48k USD) for six months of full-time research on Developmental Interpretability; Long Term Future Fund grant recipient ($8k USD) for writing Distilling SLT sequence.
Additional Experience
Research Assistant
ARC Centre of Excellence for Automated Decision-Making and Society (ADM+S)
Developed AI recommender system simulation.
Lead Hiking Guide
Tasmanian Walking Company
Led six-day hikes on Tasmania's Overland Track for groups of 12, providing interpretations and hospitality while managing safety and logistics.
Mathematics Tutor
Ormond College (2024) and University of Melbourne (2021–2022)
Tutor for Calculus 1 and 2 subjects.
Data Scientist
Resilient Youth Australia
Developed statistical methodology for test-retest analysis; created visualisations to communicate mental health survey results to school clients.
Education
Master of Science (Applied Mathematics)
University of Melbourne
- Thesis in Phase Transitions in Neural Networks supervised by Dr. Daniel Murfet.
- Pure Mathematics: Functional Analysis, Algebraic Geometry, Lie Algebras, Partial Differential Equations
- Applied Mathematics: Advanced Methods Transforms, Random Matrix Theory, Mathematical Biology, Advanced Methods Differential Equations
- Statistics: Mathematical Statistics, Statistical Machine Learning, Stochastic Calculus with Applications
Bachelor of Science (Applied Mathematics)
University of Melbourne
- Majored in Applied Mathematics with additional subjects in Pure Mathematics, Statistics, Physics, Computer Science and Music.
Diploma of Music (Clarinet Performance)
University of Melbourne
- Majored in Clarinet Performance and a regular member of the Conservatorium Wind Symphony.
Service
Organiser of Concert Memorial for Angus Gray
Artistic director, project manager and choir conductor of a large memorial (450 attendants, 40 participating musicians) for a dearly beloved friend and inspiring musician from St Leonard's College. A video recording can be found here.
Outdoor Education Leader
St Leonard's College
Assistant leader on six-day Year 10 hikes held in the Mt Buller region.
Organiser of 100k's Around the Bay for R U OK?
Organised a 24hr 100km charity walk with a group of friends to raise money for R U OK? and promote their main messages of social cohesion through conversation.