Currently advancing through the Master of Applied Computing at Lincoln University, New Zealand, my core focus is applying software engineering, computer vision and machine learning to real systems for New Zealand industries.
Through Lincoln COMP639 Agile Studio and independent research, I design and ship applications: Kiwi Sorter (YOLOv8 + Detectron2 AR inspection), Rōpū Mapi (standalone Android APK with native voice navigation), SmartShop (Canterbury grocery PWA with Gemini Vision) and DocMindAI (hybrid RAG search engine).
That work sits on 8+ years of industrial engineering across Singapore, Taiwan and India: automation systems, AMHS cleanroom handling, Universal Robots and MiR AMRs at STMicroelectronics (ST STAR Award 2024 for a 30% throughput increase), Tata Electronics and Solomon Technologies.
Applied software & AI ↔ Industrial robotics
The engineering bridge
Vision models fail differently on a factory floor than in a notebook: lighting shifts, parts arrive misaligned, and a stopped line is expensive. I've spent eight years on that floor. Now I build the models too.