Product leadership and outcomes across AI, cybersecurity, and data.
Defence Science and Technology AgencyCybersecurity AI Senior EngineerProduct direction · Agentic AI · Threat hunting
A multi-agent product that helps analysts move from raw operational context to structured analysis, hypotheses, and detection ideas.
Defence Science and Technology AgencyCybersecurity AI Senior EngineerCloud analytics · Security engineering
Custom analytics for AWS and Microsoft 365 environments where commercial tooling left important visibility gaps.
Early career Internships
ShopeeData Science InternBuilt models that predicted product attributes across five Southeast Asian languages.
The LeagueData Science InternBuilt a risk model that cut manual profile review by 70%, plus alerts for 20+ business metrics.
NUHSData Science InternPredicted 30-day readmissions, automated clinical text extraction, and created realistic synthetic data.
Helped organise and plan a cybersecurity capture-the-flag event as part of its management committee.
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A technical showcase explaining adversarial audio attacks on smartphones and smart-home devices.
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First place in the Yale-NUS Datathon data-science category for an environmental responsibility story.
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