I’m a senior app engineer working at the intersection of mobile development, artificial intelligence and product engineering.

My current focus is building trustworthy AI-powered products: designing practical AI guardrails, evaluating model behaviour, handling uncertainty and creating experiences that remain useful when AI systems behave unpredictably.

I’m especially interested in the challenges involved in bringing AI into real production applications: not just demos. This includes safety, privacy, evaluation, fallback experiences, product design and the engineering decisions required to make AI features reliable.

On Medium, I write about:

• AI guardrails and responsible AI product development • Building production-ready App + AI experiences • Product-oriented engineering and technical decision-making • AI evaluation, uncertainty and failure handling • iOS architecture, testing, accessibility and engineering at scale

I’m interested in product-oriented App + AI roles where engineering, user experience and trustworthy AI come together.

My goal is to share practical lessons from building and testing real systems: not generic AI summaries or theoretical examples.