At NVI Solutions, I own the computer vision and machine learning roadmap for an industrial safety portfolio delivered on customer hardware. I delivered 15+ production safety scenarios across 300+ sites and 3,000+ cameras, with critical scenarios meeting customer acceptance criteria of more than 95% precision and recall.
I also expanded the work into production LLM systems, including an event verification platform that reduced manual verification workload by 80% and reached 95% agreement with analyst labels. Earlier, at GeoPrime, I automated seismic processing pipelines that reduced routine turnaround by up to 10×, and published peer-reviewed methodology at EAGE.

