Founder of TapTax, a Making Tax Digital app for UK sole traders, where I built the HMRC integration: OAuth, fraud prevention headers, quarterly updates and the final declaration. I have spent the last three years as a lead technical architect on HMRC digital modernisation programmes, and I hold a PhD in engineering, with research in machine learning. Former Applied AI lecturer at the University of York. I write about building on HMRC's APIs.