AI engineer · 16+ years shipping software · Leeds, UK
I build AI systems and get them into production. Mostly recommendations, ranking and LLM agents, plus the testing that shows whether they really help. I work at Flutter UK & Ireland as an AI engineer. Before that I was a tech lead at Capgemini and a consultant for Best Buy and Marks & Spencer.
A two stage recommender I took from a Python research prototype to a TypeScript service. It updates as players play, stays inside a latency budget, applies guardrails and is tested to match the prototype.
Experiments with a model that answers with calibrated yes or no, choice and score values instead of text, so code can act on the answer without parsing it.