Applied AI Systems

Designing and deploying production-grade AI systems at the intersection of data, infrastructure, and decision-making.

Enterprise AI • BlueCallom

Designed and deployed enterprise AI systems supporting analytics and knowledge workflows, including retrieval-augmented generation and scalable backend infrastructure.

Technical Focus / Stack:RAG • Weaviate • Multi-agent orchestration

ML/NLP Research Systems • ETH Center for Law & Economics

Applied machine learning and natural language processing methods to support empirical research workflows, including text classification, data processing, and quantitative analysis.

Technical Focus / Stack:Machine learning • NLP • Empirical research

Automated Analytics & Recommendations • Aidan

Built a full-stack analytics platform connecting customer data sources to automated analysis and actionable recommendations via conversational interfaces.

Technical Focus / Stack:Data pipelines • AWS • Slack

Creative & Operational Automation • Homeroom

Implemented automated pipelines integrating Klaviyo data, Figma-based creative workflows, and n8n orchestration to streamline analysis, reporting, and content production.

Technical Focus / Stack:Klaviyo • Figma • n8n • AWS

AI Policy & Governance Advisory • Malaysian NAIO

Served as a Working Group Member advising the Malaysian National AI Office on AI governance and national security, contributing case studies on AI oversight frameworks.

Technical Focus / Stack:AI governance • National security • Digital sovereignty