Work / Projects
This page now reflects real work rather than filler. The emphasis is on production outcomes, technical depth, and projects that can be explained publicly without exposing sensitive internal details.
Computer vision / manufacturing
Designed and delivered a production computer vision system in Python and OpenCV to monitor conveyor chain health in automotive manufacturing. The system supported major cost avoidance, scaled into plant operations, and contributed to a granted US patent.
Industrial analytics / optimisation
Built data-driven sequencing and risk-prediction algorithms to identify assembly-line stoppage risks before they materialised. At selected workstations the approach reduced stoppages by up to 80 percent.
Open source / computer vision
Developed an OpenCV-based thermal screening application with masked face detection and tear-duct localisation during the COVID-19 period. The project was later open-sourced by General Motors.
Private build / automation
Built a Python workflow that combines live market data with LLM-assisted pattern analysis for trade signal generation. The repository remains private, but it reflects ongoing work in automation and applied AI.
Notes
Some of the most commercially important work cannot be published as a full case study because it sits inside enterprise manufacturing systems.
Where public references exist, they appear on the About page through patents, publications, and open-source links.