Professional Experience

2024 — present

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.
2023 — 2024

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

2023 — 2024

Research Assistant

ARC Centre of Excellence for Automated Decision-Making and Society (ADM+S)

Developed AI recommender system simulation.

2022 — 2023

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.

2021 — 2024

Mathematics Tutor

Ormond College (2024) and University of Melbourne (2021–2022)

Tutor for Calculus 1 and 2 subjects.

2019 — 2022

Data Scientist

Resilient Youth Australia

Developed statistical methodology for test-retest analysis; created visualisations to communicate mental health survey results to school clients.

Education

2020 — 2021

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
2016 — 2019

Bachelor of Science (Applied Mathematics)

University of Melbourne

  • Majored in Applied Mathematics with additional subjects in Pure Mathematics, Statistics, Physics, Computer Science and Music.
2016 — 2019

Diploma of Music (Clarinet Performance)

University of Melbourne

  • Majored in Clarinet Performance and a regular member of the Conservatorium Wind Symphony.

Service

2022

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.

2021 — present

Outdoor Education Leader

St Leonard's College

Assistant leader on six-day Year 10 hikes held in the Mt Buller region.

2020

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.