I build AI systems that scale.
From fraud detection at AstraZeneca to risk platforms at the Central Bank of Malaysia, I turn messy data into automation that ships and keeps running. Now I'm driving Copilot and agentic AI adoption at Microsoft, while finishing an MSc in Business Analytics at Imperial College London.
4×
Microsoft certified · Azure Solutions Architect Expert
Open to senior AI, data & architecture roles
Things I've built.
Enterprise systems that are still running today, plus a GenAI experiment I loved building. Numbers included, because claims are cheap.
Scent Genome Engine
A GenAI fragrance recommendation engine built for L'Oréal Brandstorm 2026: embeddings-based note similarity plus LangChain prompt chains that generate personalised scent stories.
Explainable by design every recommendation states its reasoning, with a generated scent narrative
Multi-market cashflow forecasting system
AstraZeneca Finance's first multi-market cashflow forecasting system, built on SAP data pipelines, Python ETL, and Power BI across 8 markets.
3,200+ hrs saved annually by automating reconciliation across 8 markets
Risk register consolidation and intelligence dashboards
52 manual departmental risk profiles digitised into one centralised SharePoint register with live Power BI dashboards, replacing a slow, paper-heavy reporting cycle.
5,000 hrs/year of analyst effort eliminated across 52 departments
Reputational risk monitoring platform
A multi-source social media analytics platform integrating LinkedIn, Facebook, Instagram, and Twitter APIs with NLP sentiment analysis and automated controversy flagging for reputational risk.
4 platforms unified into one real-time sentiment and controversy-tracking pipeline
Busserbot
An autonomous robotic busser built for UCLA's joint ECE 183D / MAE 162D capstone: a storage unit and multi-joint robotic arm coordinated through trajectory-planning velocity control, validated across three Webots simulations.
Built & validated storage unit and robotic arm carried from CAD and technical drawings through to 3 working Webots simulations
12,000+
hours of manual work eliminated, every year
Across 157 automation projects during Malaysia's first nationwide digital transformation at AstraZeneca. Not prototypes: systems that shipped, got adopted by hundreds of people, and kept running long after I moved to the next problem.
Where I've built.
Nov 2022 - Sep 2025
Senior Solution Architect · AstraZeneca
Led a cross-regional team across Malaysia's first nationwide digital transformation, building the fraud detection, forecasting, and automation systems the business now runs on.
157
automation projects delivered
Digital Graduate Analyst, Central Bank of Malaysia. Consolidated 52 departmental datasets into one risk intelligence platform, saving 5,000 reporting hours a year.
VP of Technology, Xavier Optics (Los Angeles). Built the business case that secured $225,000 in Phase 1 SBIR funding for a novel AR/VR optical element.
Toolkit.
Azure & cloud
Cloud solution architecture, identity & access, and governance. Four Microsoft certifications, including Azure Solutions Architect Expert.
Machine learning & AI
Anomaly & fraud detection, time-series forecasting, NLP & sentiment analysis, RAG pipelines.
Power Platform
Canvas & model-driven apps, advanced DAX, and M365 integration, certified as a Power BI Data Analyst.
Engineering
SQL, REST API design & ETL pipelines, Agile delivery, technical documentation.
Finance is home turf.
Systems land differently when you speak the language of the function. I've built for most corners of a finance organisation, from back office controls to deal work, and I passed CFA Level 1 to keep the domain knowledge honest.
15,000+
IT assets tracked through a CAPEX consolidation dashboard
Automated ETL with fraud-detection ML surfaces missing or inaccurate asset records before the annual review, cutting 1,500+ auditing hours a year.
FP&A & treasury
Multi-market cashflow forecasting at 95% accuracy, presented to senior finance leadership in Warsaw.
Controls & audit
Expense fraud ML on 11,000+ monthly claims and a CAPEX consolidation dashboard tracking 15,000+ IT assets.
Budgeting & planning
A universal budgeting tool spanning multiple therapy areas, cutting rework by 60%.
Central banking
Risk intelligence and asset risk scoring for regulators at Bank Negara Malaysia.
Deals & funding
Built the market case that secured $225,000 in Phase 1 SBIR government funding.
When I'm not working.
Most of my free time goes to games that punish sloppy thinking: estimating probabilities, weighing incomplete information, staying calm under pressure. The rest goes to the gym, live music, long walks with a camera, and the occasional ballgame.