RAG workflow automation for a ~1.7M-customer enterprise across SharePoint + CRM; internal LLM pipeline turning performance-review data into ranked operational bottlenecks; eval and QA suite for healthcare-sector workflow automations.
Sole author, accepted to ICML 2026 (CTB). Per-cohort certify-or-abstain protocol on positive predictive value with family-wise error control under covariate shift. Zero false certifications across 19,600 trials over 38 datasets and 9 candidate methods.
First co-author, accepted to ICML 2025 (WiML & DIG-BUG). Mentored by Meta FAIR and Brown ML researchers. Privacy-compliant inpainting pipeline for scalable image datasets.
MoE Router Interpretability
Failure modes in mixture-of-experts routers as toy models of latent misalignment: hidden misaligned experts and deceptive routing modes.
Jan 2025 to present
Consulting Intern
Crysp Consulting · Australia
Cybersecurity engagement for government clients across APAC and EMEA (~$250K RFP). Threat analysis for medical and health-sector organisations; cybersecurity risk-assessment deliverables.
Dec 2023 to Dec 2025
Education
BSc Statistics & Stochastic Processes
The University of Melbourne · Melbourne
Coursework: Algorithms & Data Structures, Linear Algebra, Linear Statistical Models, Machine Learning.