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 under distribution shift.
Jan 2026 to present
AI Researcher
Algoverse · Independent
FaceSafe
Privacy-compliant inpainting pipeline for scalable image datasets. First co-author, accepted to ICML 2025 (WiML & DIG-BUG). Mentored by Meta FAIR and Brown ML researchers.
RAVEL
Receipt-Anchored Verifiable Evaluation Ledger: pre-label certify-or-abstain protocol under covariate shift using PSIS-k / ESS and self-normalised IS. 19 benchmarks; ~3 to 13× reduction in test universes at fixed PPV floors. Sole author.
MoE Router Interpretability
Failure modes in mixture-of-experts routers as toy models of latent misalignment: hidden misaligned experts and deceptive routing modes. Mentored by a DeepMind-funded AI safety researcher and an Oxford postdoc.
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.
2023 to 2025
Education
BSc Statistics & Stochastic Processes
The University of Melbourne · Melbourne
Coursework: Algorithms & Data Structures, Linear Algebra, Linear Statistical Models, Machine Learning.