Case studies
Selected work, told as problem → approach → stack → outcome.
St Catherine’s School, Sydney · Data & Systems Specialist·2026 – present
Secure education data systems
Building student, parent, support, and academic reporting systems with privacy boundaries first.
SoftwareDataAutomationRead case study
Master of SWE & AI · Intelligent Systems + Deep Learning·2026
ReviewPulse v3 - inspectable sentiment lab
Turning a binary classifier into an aspect-based NLP lab with token-level evidence and deployment trade-offs.
AI/MLDataRead case study
Master of SWE & AI · Machine Learning·2026
Sommelier API - model governance beyond the notebook
A wine-quality ML service where assessment evidence, artifact contracts, and production behavior stay aligned.
AI/MLSoftwareRead case study
Master of SWE & AI · Cloud Computing Fundamentals·2026
Secure cloud architecture for a delivery startup
Designing a scalable, defense-in-depth AWS architecture for a 10× surge.
SoftwareDataRead case study
Master of SWE & AI · Cloud Computing (Assessment 3)·2026
Self-hosted BI with Apache Superset
Deploying open-source BI end-to-end on two clouds - and learning where deployments actually break.
DataAutomationRead case study