Applied LLM Lead — Coffee Meets Bagel
January 2026 — Present

ML and Venture Strategy Intern — SGInnovate
Jul 2025 — Jan 2026

ML Lead — FDM Consulting
Jan 2025 — Mar 2025

Growth Research Intern — Duke-NUS
Jan 2019 — Mar 2019

Applied ML Engineer currently under an attachment at Coffee Meets Bagel working on LLM evaluation, safety and reliability - where I build systems to assess model behaviour before real-world deployment. Alongside this, I've led work across healthcare tools, working on neuro-AI research, and decision-support systems, with an emphasis on failure modes and user experience. Currently pursuing BSc (Hons) in Data Science and Business Analytics at University of London-SIM.

I study how systems influence human agency under uncertainty with a focus on human-AI interaction and how system design influences behaviour and perception.

Papers:
𐄁 Agency Compliance in Sequential Systems (preprint in progress)
𐄁 AI Autophagy in Decision Systems: Neural Data as an Exogenous Signal (academic paper, UOL)
𐄁 When Systems Shape What We Think: Cognitive Warfare in Democracy (1st Place, IAS Conference 2024)

Open Questions
𐄁 How can agency be operationalised in sequential decision systems without collapsing into proxy metrics?
𐄁 Where do interpretability tools fail to capture causal structure in real-world data?
𐄁 What evaluation regimes detect harm before deployment, not after?