I build data pipelines and LLM systems.

I am a data engineer at HelloPrint, where I build and maintain production pipelines that turn more than a hundred heterogeneous supplier feeds into operational data models on BigQuery. Before that I spent fifteen years in language education and assessment: teaching, training teachers, and writing assessment material for Trinity College London and the British Council.

That combination is the point rather than a detour. Most of what makes an AI system useful in education is not the model; it is knowing what a correct answer looks like, how a rubric behaves under pressure, and how a scoring decision fails a particular learner. I have spent a career on those questions, and I now build the systems that act on them. I am currently completing an MSc in Computer Science with Artificial Intelligence at the University of Wolverhampton.